←March→
| Sun |
Mon |
Tue |
Wed |
Thu |
Fri |
Sat |
| |
|
1 |
2 |
3 |
4 |
5 |
| 6 |
7 |
8 |
9 |
10 |
11 |
12 |
| 13 |
14 |
15 |
16 |
17 |
18 |
19 |
| 20 |
21 |
22 |
23 |
24 |
25 |
26 |
| 27 |
28 |
29 |
30 |
31 |
|
|
Archives
Categories
Self-Centered
Books to Read While the Algae Grow in Your Fur
Books (etc.) I've read this month and
feel I can recommend (warning: I have no taste)
- Palani Mohan, Hunting with Eagles: In the Realm of the Mongolian Kazakhs
- Beautiful black-and-white photographs of, as it says, Mongolian Kazakhs hunting with eagles, and their landscape. Many of them are just stunningly composed.
Upcoming Talks
Upcoming Talks
- Statistics Department, Wharton School, University of Pennsylvania, 13--17 and 20--22 March 2017
- A short course on "Nonparametric tools for statistical network modeling",
based on 36-781.
- Santa Fe Institute, Complex Systems Summer School, 20--21 June 2017
- Exact dates tentative.
|
March 07, 2022
Teaching: Statistics of Inequality and Discrimination
- Books to Read While the Algae Grow in Your Fur, December 2021
- Stuck in Place: Urban Neighborhoods and the End of Progress toward Racial Equality (Sharkey)
- Books to Read While the Algae Grow in Your Fur, October 2021
- Deaths of Despair and the Future of Capitalism (Case and Deaton)
- Slavery and Social Death: A Comparative Study (Patterson)
- Books to Read While the Algae Grow in Your Fur, July 2021
- Inequality: A Short History (Alacevich and Soci)
- Course Announcement: "Statistics of Inequality and Discrimination" (36-313)
- Books to Read While the Algae Grow in Your Fur, September 2020
- Understanding Class (Wright)
- Books to Read While the Algae Grow in Your Fur, July 2020
- W. E. B. Du Bois's Data Portraits: Visualizing Black America: The Color Line at the Turn of the Twentieth Century (Battle-Baptiste and Rusert, eds.)
- Shadows of Doubt: Stereotypes, Crime, and the Pursuit of Justice (O'Flaherty and Sethi)
- Books to Read While the Algae Grow in Your Fur, December 2015
- The New Economics of Inequality and Redistribution (Bowles)
- Books to Read While the Algae Grow in Your Fur, July 2014
- Capital in the Twenty-First Century (Piketty)
- Books to Read While the Algae Grow in Your Fur, March 2014
- Caste and Class in a Southern Town (Dollard)
- Books to Read While the Algae Grow in Your Fur, May 2013
- Plutocrats: The Rise of the New Global Super-Rich and the Fall of Everyone Else (Freelnad)
- Durable Inequality (Tilly)
- Books to Read While the Algae Grow in Your Fur, August 2007
- Relative Distribution Methods
in the Social Sciences (Handcock and Morris)
- Books to Read While the Algae Grow in Your Fur, June 2007
- The Anatomy of Racial Inequality (Loury)
Posted at March 07, 2022 01:17 | permanent link
February 28, 2022
Books to Read While the Algae Grow in Your Fur, February 2022
Attention
conservation notice: I have no taste, and no qualifications to opine
on the history of Central Asia, the philosophy of science, the anthropology of
New Guinea and/or cultural creativity, archaeology, Antarctic exploration, or
the philosophy of Spinoza.
- Adeeb Khalid, Central Asia: A New History from the Imperial Conquests to the Present
- By "central Asia", Khalid means "Turkestan", both the eastern parts
conquered by the Qing in the 1700s and the western parts conquered by the
Romanovs in the 1800s. (Thus Afghanistan, Tibet, Mongolia, etc., feature only
incidentally.) He begins with those conquests, after a little scene-setting to
make their events comprehensible, and then goes down to 2020 and the on-going
police state and cultural genocide in Xinjiang. Khalid's great (and
persuasive) theme is how ordinary this history is, in a global
perspective --- imperial conquest, the arrival of modernity, the development of
nationalism and the construction of national cultures (he doesn't use the
phrase "peasants into Uzbeks", but he comes close), Communism as a vehicle for
nationalism, ambitious-to-mad state projects to develop economies, to transform
nature and/or transform society, widening entanglement with global culture and
economic forces... This is what the 19th, 20th and 21st centuries were like,
for much if not most of the world. It's extremely scholarly --- Khalid has
clearly read and synthesized almost everything --- but still very readable. If
you are at all interested in this part of the world, it's very much worth your
time. §
- Wesley C. Salmon, with Richard C. Jeffrey and Jeffrey G. Greeno, Statistical Explanation and Statistical Relevance (Pittsburgh: University of Pittsburgh Press, 1971)
- 1300 words of review: Distinctions That Make Differences to Chances.
- Annalee Newitz, Four Lost Cities: A Secret History of the Urban Age
- I have mixed feelings about this. On the one hand, it's pleasantly-written
and engaging popular social science about four interesting and important cities
that were, for one reason or another, abandoned and (largely) forgotten:
Çatalhöyük, Pompeii, Angkor and Cahokia. I learned from it,
and I mostly enjoyed reading it. On the other hand, I sometimes found
myself irritated by the sensation that Newitz was pandering to the prejudices
of people like me --- all the cities were full of diverse immigrants, etc.,
etc. (Looking around after writing that, I
see James
Palmer had a similar reaction to those bits.)
- Beyond those matters of tone, though, I do want to quibble with the way
Newitz presents these cities. Many archaeologists have a bad tendency to
present speculative interpretations as though they were facts. (They are not,
of course, alone in this, and
I've complained about
this before.) This tendency seems to be very much on display here in the
chapters on Çatalhöyük and Cahokia, where we have no writings
to fill us in on ideologies and structures of inequality (not to say
oppression). I can't help but suspect that this makes those cities better
screens for modern projections than Pompeii and Angkor. There's also some
trash-talking of V. Gordon Childe that strikes me as unfair, and dismissal of
the idea that there are developmental trajectories to more hierarchy, size and
complexity as Eurocentric myths, rather
than cross-cultural empirical
regularities. (And of course a key part of the Enlightenment world-view
was seeing Europe as a place which had regressed in these regards for
a millennium of barbarism, "mired in the superstitions and brutal monarchies of
the Middle Ages", as Newitz puts it on p. 210.)
- On re-reading this, I see I've given more space to what irritated me, which
is mostly incidental, than to what I enjoyed --- so I will just re-iterate that
despite my quibbles, I did enjoy. §
- (Thanks to Jan Johnson for my copy of the book.)
- Fredrik Barth, Cosmologies in the Making: A Generative Approach to Cultural Variation in Inner New Guinea
- 750-plus words of review: Cosmology and Cosmologists --- The Modern Ok School.
- (I forget what chain of references first put this
on my radar --- probably something in
the Dan Sperber
/ Pascal Boyer nexus, but that's
honestly just me guessing.)
- Edmund Stump, The Roof at the Bottom of the World: Discovering the Transantarctic Mountains
- A scientist's winningly enthusiastic history of exploration in the
Antarctica mountains, from the first visits to the continent, through the
heroic era, to the early 1960s. (It's startling just how much more massive the
US's post-1945 efforts were than everything that came before.) The stories are
supplemented with Stump's own memories of decades of geologizing on the
continent, and his very good photographs. §
- Steven Nadler, A Book Forged in Hell: Spinoza's Scandalous Treatise and the Birth of the Secular Age
- Partly exposition of the Theological-Political Treatise, partly
a biography of Spinoza, partly intellectual, political and religious history to
set the context. I enjoyed it, but since I've never actually read
the Treatise,
despite an interest in
Spinoza, I'm in no position to judge it. §
Books to Read While the Algae Grow in Your Fur;
Writing for Antiquity;
Philosophy
Enigmas of Chance;
Afghanistan and Central Asia;
The Great Transformation;
Minds, Brains, and Neurons;
Commit a Social Science;
Psychoceramics
Posted at February 28, 2022 23:59 | permanent link
January 31, 2022
Books to Read While the Algae Grow in Your Fur, January 2022
Attention
conservation notice: I have no taste, and no qualifications to opine
on the history and geopolitical context of Antarctic exploration, the social
structure of medieval China, or philosophy of any kind.
- Berlin Station
- MI-5
- For reasons I will not elaborate on, I binge-watched the entirety of these
two spy drama series over a period of about eight weeks. (My viewing-partner
needed a lot of distraction, and had lived in both Berlin and London.) Both
had ripped-from-the-headline plots and some good acting [*], including some
overlapping cast. Over-all, I liked Berlin Station better, since
it had more ambitious and more coherent plots, though there was a development
late in the third and final season which at last made me get why
people write "fix it" fanfic. (Yes, I went looking and found that people had
indeed written the relevant fixit fics. Yes, I read them. No, I will not link
to them.) There is a dissertation to be written about the absurdity of
many of the plots in MI-5 (the economics alone -- oy vey). One
nice question to investigate in such a dissertation would be whether those
hare-brained notions arise from the writers' sincere ideas about how the world
works, the audience's ideas about the world, the writers' ideas of the
audience's ideas about the world, or the writers' ideas of what the audience
will tolerate in escapist entertainment. §
- *: Except for the painful imitations of
American accents in MI-5.
- Adrian Howkins, Frozen Empires: An Environmental History of the Antarctic Peninsula
- A solid history of political conflicts over the Antarctic Peninsula between
the British Empire, Argentina, Chile, the US and the Soviet Union, with other
parties showing up as bit players. Howkins makes a big deal out of a contrast
between the imperial powers' claiming "environmental authority", in the sense
of producing universally-valid and useful scientific knowledge about the
environment, and the "environmental nationalism" of Argentina and Chile,
claiming a more intimate, specific and un-generalizable connection to
Antarctica and its environment. (I'd like to read some of the literary works
Howkins references, but lack the Spanish.) In this view,
the Antarctic Treaty, which
suspends sovereignty claims over the continent but limits influence to
countries engaged in serious scientific research, constitutes a full,
apparently final, victory of environmental authority over environmental
nationalism. The actual Antarctic environment and its history is thus not in
the foreground. It appears more by way of an obstacle to (e.g.) Chile trying
to actually have a naval or administrative presence on the Peninsula, or
whaling becoming unimportant, than in the foreground. While I began this very
skeptical that there was anything interesting to say about imperialism in the
only part of the world where there wasn't anyone to imperialize, by
the end Howkins had me convinced this was, in fact, a real part of the history
of Antarctica. (That Argentine and Chilean nationalists were an alternative to
imperial environmental authority, as opposed to just wanting to be the
authoritative imperialists themselves --- there I was less persuaded.)
§
- Nicolas Tackett, The Destruction of the Medieval Chinese Aristocracy
- This is awesome: it's a social network study of office-holding elite of the
later Tang dynasty (after the An Lushan rebellion*), based on funerary
inscriptions that gave extensive biographical and genealogical details.
Archaeologists have dug up thousands of these, along with others recorded by
epigraphers; in some cases these can be connected to biographies in the
official dynastic histories (and the two sources usually agree). By assembling
a database of these inscriptions, Tackett is able to, in turn, construct a
social network of the Tang elite --- rich families that held high office, for
many generations on end, in many cases over multiple dynasties. Tackett
documents their persistence in office, their peregrinations around the empire,
their residences in or between the two capital cities of Chang-an and Luoyang,
and their intermarriages and ties of patronage. (Interestingly, the marriage
network seems to show two modules or blocks**, one centered on the imperial family. I would have expected more;
this would be worth investigating with
good community-discovery
methods.)
- Tackett's argument, convincing to this non-expert, is that this elite was
incredibly successful at maintaining their position, despite all the challenges
put in their way --- not just An Lushan, but the rise of more-or-less
recognized hereditary warlords in the northeast, and the examination system.
(My
fellow Eisensteinians
will perk up when Tackett discusses the role of family manuscript libraries in
preparing for competitive examinations in a pre-print society.) In this
account, this elite was perfectly set to continue perpetuating itself for
generations to come, until
the Huang Chao rebellion
captured and wrecked the capital cities in 880--881, and in doing so just
flat-out killed an immense proportion of those elites. This was the
destruction of the title, and more or less the close of Tackett's story.
- Now obviously I am not any kind of expert on medieval China, and so it
would be presumptuous of me to judge whether Tackett has fairly encompassed all
the relevant evidence, and so render a judgment on his account of both the
continued pre-eminence of this elite, and its extinction. But it makes a great
deal of sense, and I really want to get my hands on the data. I'd
recommend it for anyone interested in historical social networks, especially
recovering social networks from text, at least if they have basic familiarity
with the outlines of pre-modern Chinese history. §
- *: While it's tangential to his point, Tackett
cannot resist pointing out that Steven Pinker, in describing the An Lushan
rebellion as proportionally the worst disaster in human history, relied on a
source which obviously confused a decline in the Tang state's ability to
enumerate (and so tax and conscript) its subjects with an actual death
toll.
- **: Tackett says "cliques", but clearly
doesn't mean the word in
its graph-theoretic
sense.
- Ernest Gellner, The Devil in Modern Philosophy
- 1974 essay collection by one of
my gurus; I first read
it in 1997 when I'd just discovered Gellner and was tearing through everything
of his I could find, and re-read it now because the CMU library got electronic
access. The essays here range in time from the 1950s, when Gellner was
attacking Wittgenstein and "ordinary language" philosophy, through the early
1970s. So the oldest layer here consists of companion pieces to Words
and Things, while the most recent are studies
for Legitimation
of Belief. On re-reading, what I found the most interesting was
that top-most layer. I would particularly single out the study of French 18th
century materialism, as exemplified by d'Holbach's System of
Nature, and the final essay "On Chomsky". Gellner's point in the latter
is that what made Chomsky truly revolutionary was his insistence that ordinary
human "lifeworld" competences require explanation, and that real
explanations must be impersonal, mechanistic, structural. In
Gellner's rendition, Chomsky's real objection to behaviorism wasn't that it was
inhuman, but that only pretended to give mechanistic explanations. (I
think this is right.)
- I can't recommend this to anyone who isn't already deeply into Gellner, but
I do want to take the occasion to plug Legitimation of Belief,
which is terrific. §
- Susanna Clarke, Piranesi
- This is radically different
from Jonathan Strange and
Mr. Norrell, but still amazing. Having carefully preserved myself
from spoilers, there were only one or two points where I could see what was
coming before the narrator did, and that was, for me, part of the charm, so I
will keep my mouth shut about the marvelous transformations you will experience
as you read this. You should read this. §
Books to Read While the Algae Grow in Your Fur;
Writing for Antiquity;
Networks;
Scientifiction and Fantastica;
Philosophy
Posted at January 31, 2022 23:59 | permanent link
December 31, 2021
Books to Read While the Algae Grow in Your Fur, December 2021
Attention
conservation notice: I have no taste, and no qualifications to opine
on the fountainheads of the western philosophical tradition, the history of
17th century science, political philosophy, cognitive psychology, the
transmission of inequality, or even social-scientific measurement.
- Plato, trans. and ed. Christopher Rowe, Theaetetus and Sophist
- Theaeatetus is about knowledge, and more specifically how
false belief is even possible --- say, falsely identifying someone else as
Socrates, if we (supposedly) know Socrates. It's notable for Socrates
propounding at least three distinct theories of knowledge, and undermining them
all, ending in perplexity. There are some deeply interesting pieces here,
including bits (like the analogies of the wax impressions, and of the aviary)
where Plato is trying to think through how to make something
knowledge-like work. Then there are the bits of metaphysics about
being and not being which I frankly cannot comprehend, and have to hope sounded
more plausible in Greek. (I do not think this is Rowe's fault.)
- (The dialogue is also notable that early on Socrates makes a
big song and dance about how he's just a "midwife" and is only going to help
bring out the ideas already in young Theaetetus's mind. Then the whole rest of
the dialogue is Socrates setting up and knocking down theories, with one piece
of criticism from Theaetetus's teacher Theodorus [161]; the youth contributes
exactly nothing, beyond the usual "just as you say, Socrates" or "I do not
altogether follow, Socrates". [See also.])
- Sophist is, supposedly, a sequel, where Theatetus converses
with another distinguished visitor, an unnamed philosopher from Elea.
(Socrates has vanished.) The goal here is to try to define the character of
the sophist, by means of a series of binary distinctions. The visitor
propounds a series of very distinct-looking definitions, all unflattering,
which are held to be equivalent. To give something of the flavor, one definition (223) is
Then according to what we are saying now, Theaetetus, it seems that if we take expertise in appropriation, in hunting, in animal-hunting, in land-animal-hunting, in the hunting of humans, by
persuasion, in private, involving selling for hard cash, offering a seeming education, the part of it that hunts rich and reputable young men is --- to go by what we are saying now --- what we should call the expertise of the sophist.
while another (268) is
The expert in imitation, then, belonging to the contradiction-producing half of the dissembling part of belief-based expertise, the word-conjuring part of the apparition-making kind from image-making, a human sort of production marked off from its divine counterpart --- if someone says that the one who is 'of this family kind, of this blood' is the real sophist, it seems his account will be the truest.
- In between, there is a lot of discussion of, essentially, how multiple
statements can all be true of the same object.
- (Theaetetus opens with a frame-story about someone having
witnessed, and taken notes on, the original conversation between Theaetetus,
Socrates and Theodorus, and ordering his slave to read the dialogue that
follows. This conceit is forgotten in Sophist.)
- I am impressed with Theaetetus (though not with Theaetetus),
but both books are strange, and left me feeling I'd missed the
point. §
- Mary Sisson, Tribulations
- Mind candy science fiction, sequel
to Trang
and Trust. It's deeply enjoyable and I hope we don't have to
wait another seven years for more. §
- Lois McMaster Bujold,
Penric and the Shaman,
Penric's Mission,
Mira's Last Dance,
The Prisoner of Limnos,
The Orphans of Raspay,
The Physicians of Vilnoc,
The Assassins of Thasalon,
Knot of Shadows
- Mind candy fantasy, following on from Penric's Demon but all, I think, self-contained. These are short, minor
Bujolds (except for Assassins, which is a full-length novel), but
even minor Bujold is a treat. (No purchase link since these only seem
available electronically.) §
- Domenico Bertoloni Meli, Mechanism: A Visual, Lexical, and Conceptual History
- This is a brief but deeply erudite historical study of what "mechanism", "the mechanical philosophy" and mechanical explanations meant during the long 17th century that gave us the Scientific Revolution. Bertoloni Meli has read, seemingly, absolutely everything, in multiple languages, and can move skillfully and insightfully from historiographic debates about "the mechanization of the world picture" to contemporary ideas in the philosophy of science about
explanation by mechanisms to the details of how ligature of arteries were drawn in
anatomical texts, and what this tells us about how doctors' understanding
of what ligatures did changed. All of this is done with very graceful writing
and elegantly-chosen illustrations. It's incredibly impressive and makes me
want to read a lot more of his work. §
- (On a local and merely personal note, this book is
based on lectures given at the University of Pittsburgh in 2016. I was told
about those lectures and invited to attend them by a then-new acquaintance who
worked in the history of science. Only in retrospect did I get why she seemed
so disappointed when I had to cancel on short notice. I am not very swift on
the uptake, but --- Reader, I married her.)
- Joseph Heath, Enlightenment 2.0: Restoring Sanity to Our Politics, Our Economy, and Our Lives
- 2800 word review: Enlightenment Is Other People. §
- Patrick Sharkey, Stuck in Place: Urban Neighborhoods and the End of Progress toward Racial Equality
- Sharkey's primary emprical finding is that, among all black families, there
is a substantial minority of very poor black families living from generation to
generation in neighborhoods with many other poor black families, and who mostly
move (if they move at all) from one such neighborhood to another. Moreover,
these families are really much worse off than typical Americans, in
every way which we can measure, and which drags down over-all averages for
blacks as a group. What Sharkey wants to argue, on this basis, is that part of
the reason for these persistently bad outcomes is that concentrating these
poor, troubled families in neighborhoods with a lots of other poor, troubled
families makes it harder for any of them to improve their situation.
- The natural methodological worry goes like so: suppose that there are some
poor, troubled families who will struggled to improve their situation, partly
because of internal issues, partly because of larger social forces which would
afflict them wherever they lived. But because they are poor and
troubled, all sorts of processes, starting with housing costs, will concentrate
them in neighborhoods with other families in similar situations. Even if the
neighborhood has no effect on life prospects, it would still be
a sign of those prospects. Under mild assumptions, it'd be
a stronger sign the longer a family has been stuck in such a place.
More plausibly: regressions of life outcomes on neighborhood of residence,
neighborhood of origin, parents' or grant-parents' neighborhoods, etc., could
all be explained through infinitely many combinations of genuine neighborhood
effects, and neighborhoods acting as signs.
- Now there are ways you can begin to pick apart this causal-inference
tangle, and in various of the journal papers on which this book is based
Sharkey does so. (Some, but not all, of this material is covered in the online
appendix.) In particular, his joint paper
with Felix
Elwert on the inheritance of
dis-advantage is actually just as good as I'd expect of Felix. But in this
book I grew impatient, while reading, with the feeling that I was just being
told about every possible linear regression which you could run on
the Panel Study of Income
Dynamics where both race and neighborhood poverty rate were regressors, as
though that addressed the issue. I realize that this says more about my
professional deformations than the merits of this book.
- I read this for
the inequality class, and
while I didn't assign any of it this time, I might well do so if I re-teach it.
I will definitely be recommending the backing papers as supplemental
reading. §
- Richard
A. Zeller
and Edward
G. Carmines, Measurement in the Social Sciences: The Link
between Theory and Data (1980)
- I wish I liked this more, because it's heart is in the right place. In
particular, trying to see what remains of
psychometric's classical
test theory after admitting that systematic error is possible is a
worthwhile undertaking! But this book's faith in what can be achieved through
factor analysis and comparing correlation coefficients is utterly misguided.
(Cf., though Clark doesn't discuss this book
explicitly, Glymour.)
I had hoped I could recommend this to The Kids, but an adequate exposition of
necessary caveats would rival the text itself for
length. §
Scientifiction and Fantastica;
Enigmas of Chance;
Writing for Antiquity;
Philosophy;
Commit a Social Science;
The Dismal Science;
The Beloved Republic;
Teaching: Statistics of Inequality and Discrimination;
The Progressive Forces;
Minds, Brains, and Neurons;
The Collective Use and Evolution of Concepts;
The Continuing Crises
The Great Transformation
Posted at December 31, 2021 23:59 | permanent link
November 30, 2021
Books to Read While the Algae Grow in Your Fur, November 2021
Attention
conservation notice: I have no taste, and no qualifications to opine
about how to conduct either social science, or the German Social Democratic Party at the end of the 19th century.
- Eduard Bernstein, The Preconditions of Socialism (1899; trans. and ed. Henry Tudor)
- The original revisionist. Here are some of Bernstein's more important and
representative heresies, from the viewpoint of orthodox, Second International
Marxism: the dialectic
is unhelpful and not actually essential to Marx and Engels's best work; the
number of people who own capital is growing, not shrinking; class structure is
not simplifying to a stark opposition of capitalists and proletarians; workers
are not being increasingly immiserated; formal democracy is essential; it turns
out that in even partially-democratic states, organized political action can do
a lot to improve worker's lives, without waiting for the revolution; the state
couldn't just take over running the economy successfully; etc., etc. As should
be obvious from my tone, I find a lot of these ideas extremely congenial,
though Bernstein was, it must be said, rather more sanguine about colonialism,
and especially about European nationalism, than looks wise in retrospect.
(Since, 15 years after this book, he was opposing World War I in the Reichstag,
I wonder if he ever explicitly admitted errors on those points.) A dedicated
proponent of orthodoxy could, naturally, argue that while the prophecies
haven't been fulfilled yet, their hour will come round at
last...
- This edition is the first un-abridged English translation, with helpful
footnotes explaining now-dated references, and giving full citations for his
quotations &c. (The first, seriously abridged, English translation is
online.) It says something about me that I found this an exciting read.
- Scott Ashworth, Christopher R. Berry and Ethan Bueno de Mesquita, Theory and Credibility: Integrating Theoretical and Empirical Social Science
- My remarks having passed the 900 word mark, they became a separate review.
- C. J. Cherryh, The Paladin
- Mind-candy fantasy, in a world of little magic, but a lot of superstition
and a lot of desire for vengeance. Not
Cherryh's identity-bending
best, but I wanted a comfort re-read and this delivered.
- Candice Fox, Hades
- Mind candy thriller. What if (I refuse to regard this as a
spoiler) Dexter, but the serial killer who hunts killers was a
Sydney homicide detective? (I haven't bothered to go check the
publication dates to see if that actually explains it, or it's just convergent
evolution in the space of psycho-killer mysteries.) OK but left me without any
desire to continue the series.
- Lee Goldberg, Gated Prey
- Extremely fluffy mind-candy mystery. (Previously.)
Books to Read While the Algae Grow in Your Fur;
Pleasures of Detection, Portraits of Crime;
Commit a Social Science;
Constant Conjunction Necessary Connexion;
The Progressive Forces
Posted at November 30, 2021 23:59 | permanent link
November 23, 2021
Call to Pittsburgh (2021 edition)
Attention conservation notice: An academic job ad.
We are looking to hire this year,
both on the teaching track and
the tenure track. It's a
great department and you should apply if you're at all interested in professing
statistics, even or indeed especially if your
background isn't traditional stats.
(I say this despite the fact that every application we get now means more work
for me later.) If any reader has questions I might be able to answer, please
don't hesitate to get in touch.
Kith and Kin
Posted at November 23, 2021 11:00 | permanent link
Import Substitution Is a Harsh Mistress
Attention conservation notice: 1400 words on the
development economics of space colonization from someone who is neither an
economist nor even a rocket
scientist. Yet
another semi-crank notion, quietly nursed for many years, drafted in this
form in 2011, posted a decade later because
I can't stand to do any more grading and want to procrastinate
of Very Important Reasons I am not at liberty to reveal at this
time.
So, what with the end of space shuttle flights and all, my feed-reader has
been filled with people bemoaning the state of human space flight. While I
share the sheer romantic longing for it (expressed
with greater
or lesser
sophistication), if we want to consider other rationales for sending people
into space, it's hard to come up with anything which can't be done better by
robots. The only one I can think of is providing, as it were, a distributed
back-up system for humanity --- places which could carry on the species
should the Earth becomes uninhabitable. If this is the point, it imposes some
constraints which are not, I think, sufficiently appreciated.
Colonies which could help in this way have to be at least potentially
self-sufficient, without dependence on the Earth --- no spare parts, no
processed intermediate inputs, nothing. Since there are no natural
environments off Earth in which people can live, they will have to create
artificial environments, which means that extra-terrestrial human societies
must be industrial civilizations. Self-sufficiency means creating, in
miniature, a whole industrial ecology.
Go read Brian
Hayes's Infrastructure
if you haven't already; I'll wait. We're talking about
replicating all of those functions, and more. Now, remember that all
the technologies whose complexities Hayes documents so lovingly have been
developed to assume, and to make use of: gravity of 9.8 m s-2,
ambient temperatures between ~230 and ~320 K, an unlimited supply of atmosphere
which is about 20% oxygen at a pressure of about 105 N
m-2, abundant and cheap liquid water, etc. Moreover, our
technologies assume that their environment is
big, so they can dump waste products, starting with heat and
mechanical vibrations, into the environment. Simply sticking
terrestrial machinery inside a small, fragile, carefully-controlled
artificial environment is not going to work well. (You want to try
running a smelter inside your space habitat?) So duplicating
these capacities for a space colony will mean re-designing everything
to fit local conditions profoundly different from anything we've faced
before.
This will take a lot of design work and trial-and-error, hence it will be
expensive: the workers and designers could have been doing other things, the
gear and machine parts and material resources could have been put to other
uses. How are these development costs to be recovered? The extra-terrestrial
market, we will have to assume, will begin and long remain very much smaller
than Earth's, so sharing those fixed development costs over a small population
implies high average costs. (Colonies in different parts of the solar system
will face different local conditions, and need to develop largely different
technologies, so we can treat this colony by colony.) What about expanding the
market by exporting? Suppose momentarily a complete subsidy for the fixed
costs, and so think about marginal cost pricing. For exportable items, their
cost at Earth will equal marginal cost of production in space plus marginal
cost of interplanetary transport. Unless making comparable items on Earth is
(almost literally) astronomically more expensive, there will be no export
market for the colonies. And this is assuming, again that investors were
willing to write off all development costs.
(At this point, readers may be tempted to invoke comparative
advantage, and say that even if Space is less efficient at producing
everything than Earth is, both Space and Earth will be better off if
Space makes what it is relatively better at. Carefully
examined, however, what the classic Ricardian argument proves is that
there is an opportunity cost to not using the less-efficient
country's factors of production, viz., the stuff which it could have,
inefficiently, produced. To minimize the opportunity cost of letting
those factors go idle, they should be employed in their
least-inefficient use. So even if making widgets costs 1000 times as
much in Space as on Earth, if widgets are the least-inefficient of
Space's factors of production, it should make widgets, and trade them
for other things. But this presumes that Space and its factors
would exist without the trade. Since, for us, the whole question
is whether there should be any workers, capital, etc., in
Space, this line of argument just doesn't apply.)
Unless people come up with something valuable which can be made in
space but cannot, or almost cannot, be made on Earth, it's hard to
think of any manufactured goods which it would be sensible to export
from space. What might make sense would be for space colonies to
find comparatively cheap natural resources, requiring minimal
on-site processing, and export them to Earth, in exchange for, well,
everything else. Ideally the exports from the colonies would also be
very stable physically and chemically, so they could be sent by slow,
low-energy, automated (and therefore cheap) orbits to Earth. When you
figure out what those resources are, especially ones that Earth
doesn't already have in abundance, let the worlds
know; please
don't say "helium 3". Alternatively, one thing which can be
produced on (say) Titan vastly more cheaply than on Earth is the
experience of being on Titan: encapsulated in the form of science or
entertainment, that experience could be shipped very cheaply to Earth,
which
might be willing to pay for it. Of course, neither an economy based
on resource-extraction nor one based on scientific papers and reality TV would
be self-sufficient. The logic of endogenous comparative advantage would, in
fact, lock
in place the mother of all core-periphery divisions, with the space
colonies as the eternally dependent periphery.
A colony could, I suppose, decide to impose on itself the costs of
developing its own industrial infrastructure, so as to replace imports from
Earth. Those costs, to repeat, would be very high. Moreover, there's really
no substitute for experience and experiment in improving technologies, so the
initial quality and reliability will be low. Since, again, the local market
will be small, it will not be able to support many producers, perhaps just one
in each sector. There will be little scope for
a diversity of local
approaches to the problems of the industry, slowing innovation. There will
also be little or no competition, with all that entails.
The picture of space colonies which might actually become self-sufficient,
then, looks something like this. The population is forced by its leaders to
endure endless privations to build monopolistic industries which produce
inferior goods to those already available on the universal market, grimly
tending towards autarky while exporting primary goods for the time being, on
the promise that one day all of these sacrifices will be redeemed
when they become the future of humanity. Somehow, I doubt there are
many who find the idea of building socialism in one habitat compelling;
Ken MacLeod may know them all by
name.
(I have assumed everything stays within the solar system, because,
pace
Krugman, interstellar trade makes no sense at all. A civilization which
could command enough energy to accelerate a large object to a significant
fraction of the speed of light, so that trips between nearby stars take only
decades, has
no economic problem. At perhaps-attainable velocities, with thousands or
tens of thousands of years of travel time, exchange is economically irrelevant,
though it might still be attempted for cultural reasons. The obstacles in the
way of human interstellar travel are of course immense. I have long thought it
vastly more plausible to send robots which could then build suitable
environments in which to grow human beings
[also recently
proposed by Charlie Stross], and that involves bio-engineering
hand-waving of epic proportions.)
Comment, Nov. 2021: On re-reading, my treatment of the Ricardian
argument is a little cavalier, but I don't feel energetic enough to write out
and solve a New Economic Geography model where population and comparative
advantage are both endogenous. If anyone is inspired to do this
properly, though, I'd be genuinely fascinated to read it, and promise to link
here.
Update, 16 January 2022:: Tweaked the phrasing about
opportunity costs in the 4th paragraph a little (and I hope removed more
typos than I added).
The Eternal Science of These Infinite Spaces;
The Dismal Science
Posted at November 23, 2021 10:45 | permanent link
November 17, 2021
Random-Feature Matching
\[
\newcommand{\ModelDim}{d}
\]
Attention conservation notice: Academic self-promotion.
So I have a new preprint:
- CRS, "A Note on Simulation-Based Inference by Matching Random Features", arxiv:2111.09220
- We can, and should, do statistical inference on simulation models by
adjusting the parameters in the simulation so that the values of randomly chosen functions of the simulation output match the values of
those same functions calculated on the data. Results from the "state-space
reconstruction" or "geometry from a time series" literature in nonlinear
dynamics indicate that just $2\ModelDim+1$ such functions will typically suffice to
identify a model with a $\ModelDim$-dimensional parameter space. Results from the
"random features" literature in machine learning
suggest that using random functions of the data can be an efficient
replacement for using optimal functions. In this preliminary,
proof-of-concept note, I sketch some of the key results, and present
numerical evidence about the new method's properties. A separate,
forthcoming manuscript will elaborate on theoretical and numerical
details.
I've been interested for a long time in methods for simulation-based
inference. It's increasingly common to have generative models which are easy
(or at least straightforward) to simulate, but where it's completely intractable
to optimize the likelihood --- often it's intractable even to calculate it.
Sometimes this is because there are lots of latent variables to be integrated
over, sometimes due to nonlinearities in the dynamics. The fact that it's
easy to simulate suggests that we should be able to estimate the model
parameters somehow, but how?
An example: My first Ph.D. student, Linqiao Zhao, wrote her dissertation on
a rather complicated model of one aspect of how financial markets work
(limit-order book dynamics), and while the likelihood
function existed, in some sense, the idea that it could actually
be calculated was kind of absurd. What she used to fit the model
instead was a very ingenious method which came out of econometrics called
"indirect inference". (I learned about it by hearing Stephen Ellner present an
ecological application.) I've expounded on this technique in detail
elsewhere,
but the basic idea is to find a second model, the "auxiliary model", which is
mis-specified but easy to estimate. You then adjust the parameters in your
simulation until estimates of the auxiliary from the simulation match estimates
of the auxiliary from the data. Under some conditions, this actually gives us
consistent estimates of the parameters in the simulation model. (Incidentally,
the best version of those regularity conditions known to me are still those
Linqiao found for her thesis.)
Now the drawback of indirect inference is that you need to pick
the auxiliary model, and the quality of the model affects the quality
of the estimates. The auxiliary needs to have at least as many parameters
as the generative model, the parameters of the auxiliary need to shift with
the generative parameters, and the more sensitive the auxiliary parameters
are to the generative parameters, the better the estimates. There are lots of
other techniques for simulation-based inference, but basically all of them
turn on this same issue of needing to find some "features", some
functions of the data, and tuning the generative model until those features
agree between the simulations and the data. This is where people spend a lot of human time, ingenuity and frustration, as well as relying on a lot of tradition, trial-and-error, and insight into the generative model.
What occurred to me in the first week of March 2020 (i.e., just before
things got really interesting) is that there might be a short-cut which avoided
the need for human insight and understanding. That week I
was teaching
kernel methods and random features
in data mining, and
starting to think about how I wanted
to revise
the material on simulation-based inference for
my "data over space and
time" in the fall. The two ideas collided in my head, and I realized that
there was a lot of potential for estimating parameters in simulation models by
matching random features,
i.e., random
functions of the data. After all, if we think of an estimator as a
function from the data to the parameter space, results in
Rahimi
and Recht (2008) imply that a linear combination of $k$ random features
will, with high probability, give an $O(1/\sqrt{k})$ approximation to the
optimal function.
Having had that brainstorm, I then realized that there was a good
reason to think a fairly small number of random features would be enough. As
we vary the parameters in the generative model, we get different distributions
over the observables. Actually working out that distribution is intractable,
that's why we're doing simulation-based inference in the first place, but it'll
usually be the case that the distribution changes smoothly with the
generative parameters. That means that if there are $\ModelDim$ parameters,
the space of possible distributions is also just $\ModelDim$-dimensional ---
the distributions form a $\ModelDim$-dimensional manifold.
And, as someone who was raised in the nonlinear dynamics sub-tribe of
physicists, $\ModelDim$-dimensional manifolds remind me
about state-space
reconstruction
and geometry from a time
series
and embedology.
Specifically, back behind
the Takens embedding theorem
used for state-space reconstruction, there lies the
Whitney embedding theorem.
Suppose we have a $\ModelDim$-dimensional manifold $\mathcal{M}$, and we
consider a mapping $\phi: \mathcal{M} \mapsto \mathbb{R}^k$. Suppose that each
coordinate of $\phi$ is $C^1$, i.e., continuously differentiable. Then once
$k=2\ModelDim$, there exists at least one $\phi$ which is
a diffeomorphism, a
differentiable, 1-1 mapping of $\mathcal{M}$ to $\mathbb{R}^k$ with a
differentiable inverse (on the image of $\mathcal{M}$). Once $k \geq
2\ModelDim+1$, diffeomorphisms are "generic" or "typical", meaning that they're
the most common sort of mapping, in a certain topological sense, and dense in
the set of all mappings. They're hard to avoid.
In time-series analysis, we use this to convince ourselves that taking
$2\ModelDim+1$ lags of some generic observable of a dynamical system will give
us a "time-delay embedding", a manifold of vectors which is equivalent, up to a
smooth change of coordinates, to the original, underlying state-space. What I
realized here is that we should be able to do something else: if we've got
$\ModelDim$ parameters, and distributions change smoothly with parameters, then
the map between the parameters and the expectations of $2\ModelDim+1$ functions
of observables should, typically or generically, be smooth, invertible, and
have a smooth inverse. That is, the parameters should be identifiable from
those expectations, and small errors in the expectations should track back to
small errors in the parameters.
Put all this together: if you've got a $\ModelDim$-dimensional generative
model, and I can pick $2\ModelDim+1$ random functions of the observables which
converge on their expectation values, I can get consistent estimates of the
parameters by adjusting the $\ModelDim$-generative parameters until simulation
averages of those features match the empirical values.
Such was the idea I had in March 2020. Since things got very busy
after that (as you might recall), I didn't do much about this except for
reading and re-reading papers until the fall, when I wrote it up as grant
proposal. I won't say where I sent it, but I will say that I've had plenty of
proposals rejected (those are the breaks), but never before have I had feedback
from reviewers which made me go "Fools! I'll show them all!". Suitably
motivated, I have been working on it furiously all summer and fall, i.e.,
wrestling with my own limits as a programmer.
But now I can say that it works. Take the simplest thing I could
possibly want to do, estimating the location $\theta$ of a univariate, IID
Gaussian, $\mathcal{N}(\theta,1)$. I make up three random Fourier features,
i.e., I calculate
\[
F_i = \frac{1}{n}\sum_{t=1}^{n}{\cos{(\Omega_i X_t + \alpha_i)}}
\]
where I draw $\Omega_i \sim \mathcal{N}(0,1)$ independently of the data, and $\alpha_i \sim \mathrm{Unif}(-\pi, \pi)$. I calculate $F_1, F_2, F_3$ on the data,
and then use simulations to approximate their expectations as a function of $\theta$ for different $\theta$.
I return as my estimate of $\theta$ whatever value minimizes the squared distance from the data in these three features. And this is what I get for the MSE:
OK, it doesn't fail on the simplest possible problem --- in fact it's
actually pretty close to the performance of the MLE. Let's try something
a bit less well-behaved, say having $X_t \sim \theta + T_5$, where $T_5$ is a $t$-distributed random variable with 5 degrees of freedom. Again, it's a one-parameter location family, and the same 3 features I used for the Gaussian
family work very nicely again:
OK, it can do location families. Since I was raised in nonlinear dynamics,
let's try a deterministic dynamical system, specifically the logistic map:
\[
S_{t+1} = 4 r S_t(1-S_t)
\]
Here the state variable $S_t \in [0,1]$, and the parameter $r \in [0,1]$ as well. Depending on the value of $r$, we get different invariant distributions
over the state-space. If I sampled $S_1$ from that invariant distribution,
this'd be a stationary and ergodic stochastic process; if I just make it $S_1 \sim \mathrm{Unif}(0,1)$, it's still ergodic but only asymptotically stationary.
If I used the same 3 random Fourier features, well, this is the
distribution of estimates from time series of length 100, when the true $r=0.9$, so the dynamics are chaotic:
I get very similar
results if I use random Fourier features that involve two time points, i.e., time-averages of $\cos{(\Omega_{i1} X_{t} + \Omega_{i2} X_{t-1} + \alpha+i)}$, but I'll let you look at those in the paper, and also at how the
estimates improve when I increase the sample size.
Now I try estimating the logistic map, only instead of observing $S_t$ I
observed $Y_t = S_t + \mathcal{N}(0, \sigma^2)$. The likelihood function is no
longer totally pathological, but it's also completely intractable to calculate
or optimize. But matching 5 ($=2\times 2 + 1$) random Fourier features works
just fine:
At this point I think I have enough results to have something worth
sharing, though there are of course about a bazillion follow-up questions to
deal with. (Other nonlinear features besides cosines! Non-stationarity!
Spatio-temporal processes! Networks! Goodness-of-fit testing!) I will be
honest that I partly make this public now because I'm anxious about being
scooped. (I have had literal nightmares about this.) But I also think this is
one of the better ideas I've had in years, and I've been bursting to share.
As $r$ in the logistic map varies from 0 (dark blue) to 1 (light pink), time-averages of 3 random Fourier features trace out a smooth, one-dimensional manifold in three-dimensional space. Different choices of random features would give different embeddings of the parameter space, butthat three random features give an embedding is generic.
Self-centered;
Enigmas of Chance
Posted at November 17, 2021 20:30 | permanent link
October 31, 2021
Books to Read While the Algae Grow in Your Fur, October 2021
Attention
conservation notice: I have no taste, and no qualifications to opine
on the history of monsters in 18th century France, medieval political
philosophy, the history and archaeology of images of monsters, trends in
mortality and inequality in early 21st century America, or the comparative
sociology of slavery.
(Monsters,
monsters everywhere.)
- Jay M. Smith, Monsters of the Gévaudan: The Making of a Beast
- A full-fledged historian of early modern France tackles the beast of the
Gévaudan, with full attention to the cultural, political and
journalistic (!) context. Smith disclaims wanting to tell the story of the
beast, in favor of telling the story of the stories about the beast, but along
the way he finds himself forced to make a good circumstantial case that "it"
was, in fact, multiple hungry wolves. Strongly recommended for anyone with an
interest in folklore, the intellectual history of early modern Europe,
cryptozoology, or the dynamics of media-driven spasms of public and official
attention.
- Carol Goodman, Ghost Orchid
- Mind candy: literary ghost story, involving a haunted writer's colony in
upstate New York. About half of it might be a direct relation of the
events a century before that set the haunting in motion, or might be the
present-day heroine's novel in progress; they work either way.
- Joan Aiken, The Green Flash, and Other Tales of Horror, Suspense, and Fantasy
- Mind candy, displaying a remarkable range of flavors and tones. One
uniformity: Aiken's men are all clueless about her female characters (it
wouldn't be accurate to say "her women"), to comic and/or ominous effect.
- F. G. Cottam, The Colony
- Mind candy horror. There are some moments of real creepiness, but the
whole plot for the last quarter or so is a bit rushed and sloppy.
- Abu Nasr Muhammad ibn Muhammad al-Farabi (trans. and ed. Charles E. Butterworth), "Political Regime" and "Summary of Plato's Laws"
- Political Regime opens with barely-comprehensible metaphysics
(to put it kindly), before getting into an explanation of the different kinds
of polities, and why the ones most favorable to philosophers are the best.
(There are eventually connections between the metaphysics and the politics.)
The Summary of Plato's Laws is, in fact, a summary of
Plato's Laws,
except for a few sections with no obvious antecedent in Plato's text as we now
know it, and some very mysterious narratives (parables?) at the beginning.
Reading between the lines, one has the clear impression that al-Farabi thought
of Muhammad (pbuh) as a law-giver in Plato's sense... The translator is
clearly
a Straussian,
which colors his commentary, and may contribute to this impression.
(OTOH, I could believe that
Strauss was right about al-Farabi, even if not right about the
entirety of political philosophy before Machiavelli.) I found this fascinating
in a "you are clearly very smart but also alien and just wrong, wrong, wrong"
way, like many of the medievals, but mileage will vary. (Of course, as a
denizen of one of the democratic cities or associations of freedom,
I would think that.)
- David Wengrow, The Origins of Monsters: Image and Cognition in the
First Age of Mechanical Reproduction
- This is an interesting historical/archaeological argument about the origin
and spread of images of unreal, "composite" creatures combining distinct
features of real animals (and/or distinct features of real animals and of human
beings). Many at the borders of psychology and anthropology have claimed that
such hybrid creatures are compelling and attractive objects of thought because
they are "minimally counter-intuitive", they break just enough rules
to focus the mind while still being amenable to various forms of intuitive
cognition. (Obviously a griffin eats food, which it consumes through its
mouth, it stabs with its beak, it rakes with its claws, it flies with its wings
and walks with its legs --- but does it lay eggs?) If this is true, it
suggests that composite animals are popular across time and space because they
appeal to certain universal quirks of the human mind.
- Wengrow, however, claims that hybrids are actually very rare in Paleolithic
and Neolithic art, and only really take off with the appearance of cities,
writing, modular thinking and technologies, and means of mechanical
reproduction (like cylinder seals) in Egypt and, especially, Mesopotamia:
With the expansion of urban settlements throughout Mesopotamia during the fourth millennium BC, the trajectory toward standardization and modularity in material culture intensified markedly. Systems of modular construction, based on the assembly of standardized and interchangeable components, are evident not just in imagery at this time, but also across such diverse technological domains as mud-brick architecture and ceramic commodity packaging... These wider developments in material culture underpinned the invention, around 3300 BC, of the protocuneiform script. This new system of information storage was initially designed for bookkeeping purposes in large urban institutions, which acted as the religious and economic hubs of the earliest cities. It was based on a principle of differentiation whereby materials, animals, plants, and labor were divided into fixed subclasses and units of measurement, organized according to abstract criteria of number, order, and rank. Many of the earliest known administrative tablets thus functioned in a manner comparable to modern punch cards and balance sheets. In order for such a recording system to function, every named commodity---each beer or oil jar, each dairy vessel, and their contents, and each animal of the herd---had to be interchangeable with, and thus equivalent to, every other of the same administrative class. A smaller number of early inscriptions, known as lexical lists, appear to have had no direct administrative function, and may reflect the intellectual milieu of the earliest scribes, who engaged, as part of their training, in "fanciful paradigmatic name-generating exercises" for a wide range of subjects.
The invention of a novel repertory of composite figures can be seen to "fit" very logically into this urban and bureaucratic milieu. In pictorial art, new standards of anatomical precision and uniformity, evident in both miniature and monumental formats, echoed wider developments in material culture. Through the medium of sealing practices, miniature depiction remained closely tied to the practice of administration, which required the multiplication of standardized and clearly distinguishable signs for the official marking of commodities and documents. Variability among seal designs was generated through often-tiny adjustments in the appearance or arrangement of figures and motifs. These did not alter the overall visual statement, but allowed each design to fulfill its designated role as a discrete identifier within the larger administrative system to which it belonged.
In its search for new subject matter, it is hardly surprising that the "bureaucratic eye" was increasingly drawn to the possibilities of composite figuration... Not only did a composite approach to the rendering of organic forms greatly multiply the range of possible subjects for depiction. As Barbara Stafford points out, the counterfactual images that it produced also serve to emphasize details of anatomy that would normally "slip by our attention or be absorbed unthinkingly," becoming noticeable only when disaggregated from their ordinary contexts. Composites thus encapsulated, in striking visual forms, the bureaucratic imperative to confront the world, not as we ordinarily encounter it---made up of unique and sentient totalities---but as an imaginary realm made up of divisible subjects, each comprising a multitude of fissionable, commensurable, and recombinable parts. [pp. 69--73, omitting footnotes and references to figures]
- (This doesn't quite say that composite animals were invented to increase the entropy of Sumerian passwords, but damn if it doesn't come close.)
- From there he goes on to sketch their spread as Bronze Age civilization
spread over the old world. He's quite aware that Mycenean Greece, to say
nothing of Scythia, is very different from early dynastic Egypt or Sumer, and I
don't think he ever quite reconciles the enthusiastic adoption of composite
creature art by societies like those with his account of what motivated its
creation. (Cf., in all seriousness,
my reflections on
Godzilla.) He does not consider new world civilizations at all.
- It's interesting to me that Wengrow is explicitly "in dialogue" (as he
might say) with Dan
Sperber's "epidemiology of representations" school, but thinks he's
uncovered something which forces a re-evaluation of key premises, on the
grounds that composites were evidently not very compelling in
pre-history, and something about how human minds are re-shaped by
civilization is needed to make them compelling. In this I think he
goes too far, for a number of reasons.
- Sperber, at least, has always been clear
that the "relevance" of an idea will depend on what other ideas are already
being entertained.
- Wengrow is making an argument from absence of evidence, when we're just
missing lots of the visual media of pre-historic times (especially, perhaps,
textiles), as he discusses himself. (Indeed, he suggests that pre-state
societies might have had human-animal composites in the form of temporary
rituals of transformation by shamans and the like, as opposed to enduring
visual depictions.) But then the change might just have been who first figured
out how to make compelling composites in sculpture and low relief. Even if we
accept that there just weren't (e.g.) embroidered composite animals, a more
cautious conjecture would be that the pioneering Bronze Age artists who gave us
the griffin, the dragon, etc., were the ones who discovered how to create
visual composite creatures in enduring media which were compelling
enough to be successful (perhaps by activating mental modules for intuitive
biology, etc.). This initial breakthrough may have been facilitated by the
kind of society they were living in, but it might have spread and persisted for
quite different reasons (cf.,
again, Godzilla).
- Wengrow only considers visual depictions,
and not stories (whether we call them folklore or mythology or
something else). Obviously we don't have samples of pre-historic mythology,
and using historic myths recorded from pre-literature cultures as a stand-in
would be hazardous, but it'd at least be interesting to know if there are
stories of composite animals from pre-literature societies which do not also
make visual art of them of the kind Wengrow emphasizes. If we only found the
stories where we also found the art, and we only found the art where it could
(provably or plausibly) have been transmitted from the Bronze Age heartlands,
well, that'd be pretty compelling support for Wengrow. But if the stories are
more wide-spread than the art, that doesn't look great.
- Wengrow rightly criticizes some earlier art-historical and archaeological
writers for claiming that composite monsters are hard to remember or think
about, without providing any kind of psychological evidence to back up this
claim. But his own account of the origin of composite animals from the
"bureaucratic imperative" is, in fact, an ambitious social-psychological
hypothesis. It is supported by nothing more than his describing the purported
cause and effect in ways which suggest an analogy. I realize this is a very
common habit in the social sciences, but it
has little to recommend it, and
one goal the epidemiological approach is to demand a higher, and genuinely
materialist, standard of explanation.
- While I have gone on at some length about those critical points, I want to
emphasize that I very much enjoyed the book, learned a lot of interesting
things from it, and emerged with a lot to think on. It's also (fittingly) a
very handsomely produced little tome.
- ObLinkage, discovered after writing the above:
A 2016
webinar on the book, with responses from Wengrow, at
the International Cognition and
Culture Institute, more or less the organizational home of the
"epidemiology of representations" school. Many of these comments are
interesting and sensible (I might particularly recommend the one
by Karolina
Prochownik). Wengrow's own replies to the comments are themselves
constructive [*].
- Edited to add in late November 2021: I had been meaning to read
this for years, and finally did so this October for thematic reasons. I had no
idea Wengrow had a new book coming out with the late David Graeber. In a very
"Oh David Wengrow No"
development, critics allege some really remarkable errors in that book
[1, 2].
Those errors aren't relevant to this one, but also do not inspire confidence.
On the other hand, they're far outside Wengrow's specialty of archaeology. On
the third hand, this whole dispute is far outside my specialty, so who am I to
judge?
- [*]: Though he repeatedly (e.g., in response to
Prochownik) shows he does not quite understand the idea of "attraction" as used
by this school, since he contrasts "attraction" with "protection" and suggests
that needs an immunological rather than an epidemiological metaphor. (This was
also a theme he floated in the book, but it was less clear to me there that he
didn't understand "attraction".) Sperber et al. are using "attraction" by
analogy with "attractors" in dynamics --- an attractor is a configuration (or
region in state space, etc.) which the system is drawn towards by its internal
forces, even if it doesn't start there but more or less nearby. A cultural
attractor, in Sperber's sense, need not be subjectively appealing,
"attractive" in the everyday sense. Rather it needs to be
mentally compelling, perhaps on an entirely automatic level, but
perhaps also accompanied by such subjective emotions as dread, anxiety, or
disgust. (On all this, see Chapter 5 of Sperber's Explaining
Culture.) Using composite monsters apotropaically, Wengrow's
"protective mode of transmission", might in fact be a cultural attractor in
Sperber's sense, even though the point of such behavior is to drive
dreaded or reviled things away.
- Anne Case and Angus Deaton, Deaths of Despair and the Future of Capitalism
- Read for the inequality class. It's depressing as hell. If you want a
short version, you might
try this
from Case and Deaton,
or this
review by Atul Gawande. As always, the recommendations for action are the
weakest part.
- Susan Hill, The Various Haunts of Men
- This is a skillfully-written mystery by the author of the exemplary
The Woman in
Black. While I (mostly) admired the artistry, and it's the first in
a long series, some stuff happened towards the end which quite undid all my
enjoyment, and it's extremely unlikely I'll read anything else in this series.
However, after returning this to the library I immediately borrowed more of
Hill's ghost stories.
- ROT-13'd for spoilers: V jnf pbzcyrgryl ghearq bss ol gur jnl gur obbx xvyyrq bss Serln Tenssunz. V pbhyqa'g fnl fur jnf sevqtrq, rknpgyl, naq vg'f abg gung vg jnf haernyvfgvp, jvguva gur jbeyq bs gur fgbel, ohg vg frrzrq tenghvgbhfyl anfgl, naq n zrer cynlvat jvgu zl rzbgvbaf nf n ernqre. Lbhe zvyrntr znl inel, naq rivqragyl ybgf bs crbcyr rawbl gur frevrf n terng qrny.
- Orlando Patterson, Slavery and Social Death: A Comparative Study
- A deserved classic, which is why I read it downloaded from
the ACLS Humanities E-Book
website.
- (There is an essay to be written --- it probably has been! --- on
Patterson's flirtation with certain strands of Marxism here, and what it says
about sociology, even or especially because Patterson is plainly not a Marxist.)
- Elizabeth Hand, Black Light
- Mind candy horror. Loosely, a sequel to Hand's magnificent Waking
the Moon. It's set, mostly, in a town a little bit outside New York,
full of eccentric actors who are, knowingly or not, engaged in a very dubious
trade for their share of the limelight. I say "mostly" because important
scenes take place in New York itself, and in places even stranger and creepier
than Manhattan in the 1970s. It's not as good as Waking the Moon,
but that's a very high bar, and this is very satisfying.
- (I, for one, would be interested to know when and
in what form Hand encountered the work
of Mircea
Eliade. The
Sacred and the Profane plays a role
in Generation
Loss, while this book shows clear traces of Eliade's ideas about
repetition of mythic patterns established in illo tempore (as we might
say: "back in the day"), and at one point a character babbles out something
which I am pretty sure is a paraphrase of the opening of ch. 14
of Shamanism.
I am not sure whether Eliade-an themes could be detected in Waking the
Moon, were I to re-read it.)
Books to Read While the Algae Grow in Your Fur;
Commit a Social Science;
Statistics of Inequality and Discrimination;
The Dismal Science;
Philosophy
Islam and Islamic Civilization;
Scientifiction and Fantastica;
Writing for Antiquity;
The Collective Use and Evolution of Concepts;
Psychoceramics;
Pleasures of Detection, Portraits of Crime
Posted at October 31, 2021 23:59 | permanent link
September 30, 2021
Books to Read While the Algae Grow in Your Fur, September 2021
Attention conservation notice: I have no taste, and no qualifications to opine on threats to modern democracies, the history of China and Europe c. 1600, or the sociology of the French Revolution of 1789.
- William DeAndrea, Killed in the Ratings, Killed in the Act, Killed with a Passion, Killed on the Ice, Killed in Paradise, Killed in Fringe Time, Killed in the Fog
- Mind candy. Obviously (?), a series of mystery novels, in which the protagonist, a fixer for a major TV network (back in the days when such mattered, and could be counted on one hand) solves a variety of business-related murders. These were re-reads for me, and obviously somewhat formulaic, but I enjoyed them even after I induced the formula.
- Thomas M. Nichols, Our Own Worst Enemy: The Assault from within on Modern Democracy
- This is, essentially, two-hundred-plus pages of moralizing scolding (as
Nichols himself describes it), on the theme that life in rich democracies is so
comfortable, but also so bland, that many people make up life-or-death
political struggles into which they insert themselves, to their own detriment
and that of the commonwealth. We are, in short, failing to exhibit proper
(small-r) republican virtue. Now, I happen to find this a congenial length and
topic for a moralizing sermon — after all, I don't feel
existentially threatened, but I do feel like many of my fellow
Americans are losing it, and I'm happy to devote a Sunday in
a comfortable
hammock to reading any scold as eloquent as Nichols — but I'm
nonetheless a bit unsatisfied.
- If I treated the matter seriously, I would want to see more of a case that
current politics are not an existential threat to the republic as we
have known it. (If nothing else, treating every election as though it might be
the last could be a self-fulfilling prophecy! Nichols himself seems deeply
concerned about this very prospect.) I would also want an account of how the
same populace can simultaneously be in the grips of amoral
familism and of political hobbyism [*]. (If one group of citizens is
shrinking away from public life, while a different group obsesses over public
affairs as a sort of sporting contest, that suggests very different diagnoses
and remedies than if individuals spasmodically alternate between idiotic
indifference and febrile excitement.) Nor am I re-assured by the way Nichols
cites Jean Twenge as an authority
on widespread narcissism, and more generally
on what social media are
doing to our minds.
- No doubt, if I were to write a wide-ranging book about
how the
whole the world world is in a terrible state of chassis, I would do no
better when it comes to confirmation bias and internal consistency. But
I believe Nichols could have done better, and I wish he had.
- [*]: Nichols never uses that phrase, which we owe to the political
scientist Eitan Hersh, but it quite aptly sums up what Nichols sees as a common
pathology. Even more oddly, he never
cites Hersh's
work on that topic, despite it being very much aligned with Nichols's
themes, and Hersh
himself popularized
it in The Atlantic, for which Nichols often writes.
- Rebecca Pawel, Death of a Nationalist, Law of Return, The Watcher in the Pine, The Summer Snow, What Happened After the War Was Over
- Mind candy. The first four titles are mystery novels set in the aftermath of the Spanish Civil War. The main character is a (literal, no-exaggeration) fascist* policeman, and nonetheless extremely sympathetic, even though, or because, the author makes it very plain her sympathies lie with the losing, socialist-republican side in the civil war. (That Carlos and Elena are destined to end up together, despite their politics, is, I contend, obvious to anyone, except perhaps Carlos or Elena.) The last book is a collection of short stories which explore the fates of important characters after 1945; I think stopping at the fourth book is fine, but I'm glad I read the fifth. I had previously read the first book, back in 2004, but I enjoyed the re-read as much as I enjoyed plowing through the rest of the series, which is to say, a lot.
- *: Technically a Falangist rather than a Fascist, but that's a distinction without a real difference, as Tejada would himself explain.
- Jonathan D. Spence, The Memory Palace of Matteo Ricci
- An engaging, and ultimately moving, portrait of both an individual and an age. Reading it makes me wonder at my own memory practices. You probably need some grounding in the history of both early modern Europe and early modern China to really get it, but if you have that background, it's a beautiful depiction of the work of cultural interchange.
- (Thanks to AEO for lending me her copy, for discussing the book, and for allowing herself to be referred to.)
- Paul McAuley, War of the Maps
- Mind candy. This story of obsessive pursuit and alien invasion in a very,
very old world --- one where we "Ur-Men" are a distant, reconstituted
historical memory of a memory --- might
not quite McAuley's best
work, but it's still extremely good. Unusually for me, this was
one where I alternated between the printed codex and the audiobook; I got so
absorbed in the story that I didn't care.
- Some of McAuley's self-expositions and excerpts:
1
2,
3,
4,
5,
6
7.
- Alfred Cobban, The Social Interpretation of the French Revolution
- If I take the facts presented here at face value, this is an absolutely
devastating attack on the conventional interpretation of the French Revolution
as the great bourgeois revolution. If I credit the much later introduction by
Gwynne Lewis, I should do no such thing. I am clearly in no position to
hold an opinion on these questions, so I will just recommend this as
an extremely well-written historical polemic, albeit one whose implied reader
knows a lot of the detailed events of the Revolution.
Books to Read While the Algae Grow in Your Fur;
Pleasures of Detection, Portraits of Crime;
Writing for Antiquity;
Scientifiction and Fantastica;
The Beloved Republic;
The Continuing Crises;
Tales of Our Ancestors
Posted at September 30, 2021 23:59 | permanent link
August 31, 2021
Books to Read While the Algae Grow in Your Fur, August 2021
Attention
conservation notice: I have no taste, and no qualifications to opine
on criticism of cultural criticism, the sociology and demography of race in
America, the political philosophy of doing something about climate change, or
Afrocentric historiography.
- Jen Williams, A Dark and Secret Place, a.k.a. Dog Rose Dirt
- Mind candy mystery: in which a young journalist dealing with her deceased
mother's effects discovers just how messed up parts of the 1970s
counter-culture could get. This is the same Williams who wrote some excellent
fantasy novels
[1, 2],
and some of the same skills for the uncanny are deployed here, but in the end
everything is definitely this-worldly (I think). I enjoyed this a lot and hope
it does well, but not so well that Williams gives up fantasy for
mystery entirely.
- Joseph Heath and Andrew Potter, Nation of Rebels: Why Counterculture Became Consumer Culture a.k.a. The Rebel Sell: Why the Culture Can't be Jammed
- A scorched-earth attack on the theory and practice of the counter-culture,
especially as we knew it in the period from, let us say, the end of the Cold
War to Occupy Wall Street. There are places where I want to quibble with them
[*], but over-all my reaction is "preach! preach!".
- ObLinkage 1: A paper by Heath from 2001, summarizing the argument (and making explicit both, on the one hand, Heath's debts to both Habermas and game theory**, and on the other the affinity between Heath and Potter and the1990s Baffler crew.)
- ObLinkage 2: the authors interviewed on the occasion of the 15th anniversary of the book.
- [*]: Simplifying, they attribute a lot of
counter-cultural themes to a specific historical experience, viz., reacting
against anything that seemed to lead to, or to resemble, Nazism. But (i) why
should this remain persuasive for later generations? and (ii) lots of that
reaction seems continuous with older patterns of disgust with mediocrity and
conformity, which you can find in the 19th century easily enough. (I guess
they might reply that the themes were old, but it took the 1940s to make
them widely persuasive.) But their historical explanations are
separate from their substantive criticisms.
- [**]: More
exactly, Habermas
(partially) de-mystified through game theory. This fusion of actual (2nd
wave) Frankfurt
School critical theory and game theory is, I believe, unique to Heath, but
I could wish it was more widespread among critical theorists.
- Richard Alba, The Great Demographic Illusion: Majority, Minority, and the Expanding American Mainstream
- This is a very detailed and thorough treatment of how the end of white
America has been greatly, greatly exaggerated. One important contributor to
this, in Alba's telling, was a decision on the part of the Census Bureau to
produce summary statistics, and demographic projections, which count anyone
with mixed white and non-white ancestry as non-white, i.e., to implement the
old "one drop rule". (One of the ironies of Alba's account is that this was
done to harmonize with decisions made by other parts of the federal government
trying to enforce civil rights laws, and rather more defensibly on their part.)
As Alba documents at some length, however, people of mixed white-Asian and
white-Hispanic ancestry look and act very, very much like the children of
unmixed non-Hispanic-white ancestry. In general, he shows, Asian and Hispanic
groups are, in many ways, on a trajectory similar to those of immigrant groups
from southern and eastern Europe in the 19th and early 20th century, being
rapidly assimilated into a "mainstream" that is broadening its definition of
what counts as, in some sense, fully American.
- You will notice that this optimistic part of the story does not apply to
black people or even to children of mixed black and white parentage.
- I have only sketched a few of the highlights here. (If you want a few more
details,
the review
in Dissent which lead me to the book is pretty good.) Alba is
a careful if un-exciting writer who builds a detailed and persuasive case, and
is good about admitting where the evidence is thin or ambiguous. If you're
interested in these matters at all, I strongly recommend this.
- Horacio S. Wio, Path Integrals for Stochastic Processes: An Introduction
- I have mixed feelings about this one. On the one hand, it's a perfectly
decent introduction, for physicists, to calculating path integrals for
continuous-time homogeneous Markov processes, especially when driven by
Gaussian white noise. But it leaves out some of the things
I'm most
interested in learning about
(Doi-Peliti formalism,
the extent to which diagrammatic methods work for any stochastic
process). Worse: Wio, sensibly enough for his audience, writes with
physicists' customary level of mathematical hand-waving, and I have absorbed
enough of the very different standards prevailing in theoretical statistics
that I actually found myself, much to my surprise and even unease, craving more
careful statements, more explicit theorem-proof organization, and more detailed
regularity conditions. Since my
middle-aged disciplinary-identity
crisis is not Wio's problem, nor likely to be a concern for other readers, I
think I can recommend this one generally to those who remember how Poisson
brackets work.
- Joseph Heath, Philosophical Foundations of Climate Change Policy
- I have rarely read any philosopher who so perfectly articulated my own
prejudices and settled convictions on an important subject. Whether this is
a recommendation for anyone else, I couldn't begin to say.
- Clarence E. Walker, We Can't Go Home Again: An Argument About Afrocentrism
- Part of this is a very convincing argument that the Afrocentric historians
don't know what they're talking about, and are indeed just providing an
inverted Eurocentrism and a mythical Africa. Another part of this is tracing
the origins of this historiographic tradition, to very understandable efforts
at highlighting black "contributions" and "achievements". A third is an
argument about whether it was politically valuable in the conditions of America
in the 1980s and 1990s. The first two aspects of this book remain solid; the
third is inevitably dated.
Books to Read While the Algae Grow in Your Fur;
Commit a Social Science
The Beloved Republic;
Philosophy;
Pleasures of Detection, Portraits of Crime;
Writing for Antiquity;
Enigmas of Chance;
Physics
Posted at August 31, 2021 23:59 | permanent link
August 07, 2021
Bayesianism in Math: No Dice
Attention conservation notice: Sniping at someone else's
constructive attempt to get the philosophy of mathematics to pay more attention
to how mathematicians actually discover stuff, because it uses an idea that
pushes my buttons. Assumes you know measure-theoretic probability without
trying to explain it. Written by someone with absolutely no qualifications in
philosophy, and precious few in mathematics for that matter. Largely drafted
back in 2013, then laid aside. Posted now in lieu of new content.
Wolfgang
points to
an interesting
post
[archived]
at "A Mind for Madness" on using Bayesianism in the philosophy of mathematics,
specifically to give a posterior probability for conjectures (e.g.,
the Riemann
conjecture) given the "evidence" of known results. Wolfgang uses this as a
jumping-off point for looking at whether a Bayesian might slide around the
halting problem and Gödel's theorem, or more exactly whether a Bayesian
with \( N \) internal states can usefully calculate any posterior probabilities
of halting for another Turing machine with \( n < N \) states. (I suspect that
would fail for the same reasons my idea
of using learning theory to do
so fails; it's also related to work by
Aryeh "Absolutely
Regular" Kontorovich
on finite-state estimation, and
even older ideas by the late
great Thomas Cover
and Martin Hellman.)
My own take is different. Knowing how I feel about the idea of using
Bayesianism to give probabilities to theories about the
world, you can imagine that I look on the idea of giving probabilities to
theorems with complete disfavor. And indeed I think it would run into
insuperable trouble for purely internal, mathematical reasons.
Start with what mathematical probability is. The basics of a
probability space are a carrier space \( \Omega \), a \( \sigma \)-field \(
\mathcal{F} \) on \( \Omega \), and a probability measure \( P \) on \(
\mathcal{F} \). The mythology is that God, or Nature, picks a point \( \omega
\in \Omega \), and then what we can resolve or perceive about it is whether \(
\omega \in F \), for each set \( F \in \mathcal{F} \). The probability measure
\( P \) tells us, for each observable event \( F \), what fraction of draws of
\( \omega \) are in \( F \). Let me emphasize that there is nothing about the
Bayes/frequentist dispute involved here; this is just the structure of
measure-theoretic probability, as agreed to by (almost) all parties ever since
Kolmogorov laid it down in 1933 ("Andrei Nikolaevitch said it, I believe it,
and that's that").
To assign probabilities to propositions like the Riemann conjecture, the
points in the base space \( \omega \) would seem to have to be something like
"mathematical worlds", say mathematical models of some axiomatic theory.
That is, selecting an \( \omega \in \Omega \) should determine the truth or
falsity of any given proposition like the fundamental theorem of algebra, the
Riemann conjecture, Fermat's last theorem, etc. There would then seem to be
three cases:
- The worlds in \( \Omega \) conform to different axioms, and so the global
truth or falsity of a proposition like the Riemann conjecture is ambiguous and
undetermined.
- All the worlds \( \Omega \) conform to the same axioms, and the
conjecture, or its negation, is a theorem of those axioms. That is, it is true
( or false) in all models, no matter how the axioms are interpreted, and hence
it has an unambiguous truth value.
- The worlds all conform to the same axioms, but the proposition of interest
is true in some interpretations of the axioms and false in others. Hence the
conjecture has no unambiguous truth value.
Case 0 is boring: we know that different axioms will lead to different results.
Let's concentrate on cases 1 and 2. What do they say about the probability of
a set like \( R = \left\{\omega: \text{Riemann conjecture is true in}\
\omega \right\} \)?
- Case 1: The Conjecture Is a Theorem
- Case 1 is that the conjecture (or its negation) is a theorem of the axioms.
Then the conjecture must be true (or false) in every \( \omega \), so \( P(R) =
0 \) or \( P(R) = 1 \). Either way, there is nothing for a Bayesian to learn.
- The only escape I can see from this has to do with the \( \sigma \)-field \(
\mathcal{F} \). Presumably, in mathematics, this would be something like
"everything easily deducible from the axioms and known propositions",
where we would need to make "easy deduction" precise, perhaps in terms of the
length of proofs. It then could happen that \( R \not\in \mathcal{F} \), i.e.,
the set is not a measurable event. In fact, we can deduce from
Gödel that many such sets are not measurable if we take \( \mathcal{F}
\) to be "is provable from the axioms", so even more must be non-measurable if
we restrict ourselves to not seeing very far beyond the axioms. We could then
bracket the probability of the Riemann conjecture from below, by the
probability of any measurable sub-set (sub-conjecture?), and from above, by the
probability of any measurable super-set. (The "inner" and "outer" measures of
a set come, roughly speaking, from making those bounds as tight as possible.
When they match, the set is measurable.) But even then, every measurable set
has either probability 0 or probability 1, so this doesn't seem very useful.
- (The
poster, hilbertthm90,
suggests bracketing the probability of the conjecture by getting "the most
optimistic person about a conjecture to overestimate the probability and the
most skeptical person to underestimate the probability", but this assumes that
we can have a probability, rather than just inner and outer measures. This is
also a separate question from the need to make up a number for the probability
of known results if the conjecture is false. This is the problem of the
catch-all or unconceived-alternative term, and
it's crippling.)
- Another way to get to the same place is to look carefully at what's meant by
a \( \sigma \)-field. It is a collection of subsets of \( \Omega \) which is
closed under repeating the Boolean operations of set theory, namely
intersection, union and negation, a countable infinity of times. Anything
which can be deduced from the axioms in a countable number of steps is
included. This is a core part of the structure of probability theory; if you
want to get rid of it, you are not talking about what we've understood by
"probability" for a century, but about something else. It is true that some
people would weaken this requirement from a \( \sigma \)-field to just a field
which is closed under a finite number of Boolean operations, but that
would still permit arbitrarily long chains of deduction from axioms. (One then
goes from "countably-additive probability"
to "finitely-additive
probability".) That doesn't change the fact that anything which is
deducible from the axioms in a finite number of steps (i.e., has a finite
proof) would have measure 1.
- Said yet a third way, a Bayesian agent immediately has access
to all
logical consequences of its observations and its prior, including in its
prior any axioms it might hold. Hence to the extent that mathematics is about
finding proofs, the Bayesian agent has no need to do math, it
just knows mathematical truths. The Bayesian agent is thus a very,
very bad formalization of a human mathematician indeed.
- Case 2: The Conjecture Is Not a Theorem
- In this case, the conjecture is true under some models of the axioms but
false in others. We thus can get intermediate probabilities for the
conjecture, \( 0 < P(R) < 1 \). Unfortunately, learning new theorems cannot
change the probability that we assign to the conjecture. This is because
theorems, as seen above, have probability 1, and conditioning on an event of
probability 1 is the same as not conditioning at all.
There are a lot of interesting thoughts in the post about how mathematicians
think, especially how they use analogies to get a sense of which conjectures
are worth exploring, or feel like they are near to provable theorems. (There
is also no mention of Polya: but sic
transit gloria mundi.) It would be very nice to have some formalization
of this, especially if the formalism was both tractable and could improve
practice. But I completely fail to see how Bayesianism could do the job.
That post is based on Corfield's Towards a Philosophy of Real Mathematics, which I have not laid hands on, but which seems, judging from this review, to show more awareness of the difficulties than the post does.
Addendum, August 2021: I have
since tracked down an
electronic copy of Corfield's book. While he has sensible things to say
about the role of conjecture, analogy and "feel" in mathematical discovery,
drawing on Polya, he also straightforwardly disclaims the "logical omniscience"
of the standard Bayesian agent. But he does not explain what formalism he
thinks we should use to replace standard probability theory. (The terms
"countably additive" and "finitely additive" do not appear in the text of the
book, and I'm pretty sure "\( \sigma \)-field" doesn't either, though that's
harder to search for. I might add that Corfield also does nothing to explicate
the carrier space \( \Omega \).) I don't think this is because Corfield isn't
sure about what the right formalism would be; I think he just doesn't
appreciate how much of the usual Bayesian machinery he's proposing to discard.
Mathematics;
Philosophy;
Bayes, anti-Bayes
Posted at August 07, 2021 19:00 | permanent link
CLeaR 2022: Call for Papers
Attention
conservation notice: An invitation to put a lot of effort into writing
about a recondite academic topic, only to have
it misunderstood
by
anonymous strangers.
Having agreed to be an area
chair (area TBD), I ought to publicize the call for papers for
the first Conference on Causal Learning
and Reasoning (CLeaR 2022):
Causality is a fundamental notion in science and engineering. In the past few decades, some of the most influential developments in the study of causal discovery, causal inference, and the causal treatment of machine learning have resulted from cross-disciplinary efforts. In particular, a number of machine learning and statistical analysis techniques have been developed to tackle classical causal discovery and inference problems. On the other hand, the causal view has been shown to facilitate formulating, understanding, and tackling a broad range of problems, including domain generalization, robustness, trustworthiness, and fairness across machine learning, reinforcement learning, and statistics.
We invite papers that describe new theory, methodology and/or applications relevant to any aspect of causal learning and reasoning in the fields of artificial intelligence and statistics. Submitted papers will be evaluated based on their novelty, technical quality, and potential impact. Experimental methods and results are expected to be reproducible, and authors are strongly encouraged to make code and data available. We also encourage submissions of proof-of-concept research that puts forward novel ideas and demonstrates potential for addressing problems at the intersection of causality and machine learning.
The proceedings track is the standard CLeaR paper submission track. Papers will be selected via a rigorous double-blind peer-review process. All accepted papers will be presented at the Conference as contributed talks or as posters and will be published in the Proceedings.
Topics of submission may include, but are not limited to:
- Machine learning building on causal principles
- Causal discovery in complex environments
- Efficient causal discovery in large-scale datasets
- Causal effect identification and estimation
- Causal generative models for machine learning
- Unsupervised and semi-supervised deep learning connected to causality
- Machine learning with heterogeneous data sources
- Benchmark for causal discovery and causal reasoning
- Reinforcement learning
- Fairness, accountability, transparency, explainability, trustworthiness, and recourse
- Applications of any of the above to real-world problems
The deadline is 22 October 2021; further details are available at the
conference website.
(I should write up my "Apology for Causal Discovery" as a proper
paper or at least essay, rather than a pair of slide decks and
a video which [like all
recordings of me] I can't stand to watch, but that's so far back in the
queue I could cry.)
Constant Conjunction Necessary Connexion;
Kith and Kin
Posted at August 07, 2021 15:45 | permanent link
July 31, 2021
Books to Read While the Algae Grow in Your Fur, July 2021
Attention
conservation notice: I have no taste, and no qualifications to opine
on culture-bound syndromes and contagious hysterias, the history and
economics of socialist planning, economic inequality, or Islamic theology.
- Elaine
Showalter, Hystories:
Hysterical Epidemics and Modern Culture (Columbia University Press, 1997)
- Showalter's theory is, roughly, as follows. Modern life produces lots of
seriously unhappy, even traumatized, people. Some, at least, of those people
are apt act out their unhappiness in various bodily symptoms and
behaviors. This acting out is more or less unconscious, usually more rather
than less. There is a certain amount of random flailing around (as it were)
when it comes to these symptoms, but people tend to be attracted to patterns of
behavior which have some sort of authoritative imprimatur among those around
them as reflecting real distress. There is thus a symbiosis between clinicians
who recognize syndromes-of-distress and patients who enact those syndromes.
Showalter calls the syndromes forms of "hysteria", and the associated
narratives "hystories". To really make the symbiosis work, however, one needs
a mass medium to widely disseminate the scripts or schemata for the syndrome,
perhaps as elements in popular fiction.
- Showalter applies this theory to the original "classical hysteria" of
Charcot et al. in the late 1800s, and, in the 1980s and 1990s when she was
writing, to alien abduction, chronic fatigue syndrome, Satanic ritual abuse,
recovered memory, Gulf War syndrome, and multiple personality disorder. The
late-20th-century cases are distinguished from the late-19th-century ones by
the fact that they all involve conspiracy theories; Showalter is very firm, and
correct, about this development, but doesn't really try to explain it. (It's
not as though the 19th century had any shortage of conspiracy theories, and
it'd need little more than search-and-replace to
turn The Awful
Disclosures of Maria Monk into a tale of Satanic ritual abuse.) I
want to single out the chapters on recovered memory, multiple personality
disorder, Satanic ritual abuse and alien abduction for how carefully, and
convincingly, Showalter shows they follow her model.
- A quarter-century later, some of these syndromes have all but vanished, but
there's no shortage of replacements. (Listing them is left as an exercise for
the reader.) Why we should be so productive of "hystories" is not
really something Showalter adequately explains, beyond gesturing at millennial
anxiety and/or modern telecommunications.
- At this point I'd like to make one complaint, two anthropological
connections, and one mathematical aside.
- Showalter does not give enough weight to the possibility that something
which looks like a hysteria with physical symptoms might in fact be a
conventional illness. (That is, she doesn't consider how to distinguish social
from biological contagion*.) I think in many ways this would have been a much
stronger book if it had had a chapter on Lyme disease (which we now know is a
bacterial illness transmitted by ticks) and the supposed chronic Lyme disease
(which fits Showalter's ideas to a T). It wouldn't surprise me
if some of the people who suffer from chronic fatigue syndrome are in
fact dealing with currently-unrecognized organic conditions; it would surprise
me very much if alien abductees were. (Cf. this contemporary review from
Carol Tavris.)
- A lot of Showalter's ideas are close to those put forward by the
anthropologist I. M. Lewis
in Ecstatic
Religion: A Study of Shamanism and Spirit Possession (first ed.
1971). What might be distinctly modern about Showalter's syndromes, as opposed
to Lewis's, is the role of mass media in their spread and institutionalization.
- Dan Sperber would
have a field day with this. In particular, Showalter's ideas seem
extremely compatible with Sperber's about how the "epidemiology of
representations" needs to combine transmission and "attraction".
- I'm tempted to model the growth of "hystories" using the classic Simon (1955) process: with
some probability each unhappy person spawns a new form of hysteria,
otherwise they attach themselves to an existing one with a probability
proportional to its current size. (That is, preferential attachment to
hysterias.) This will, of course, lead to a heavy-tailed distribution of
hysterias. The flaw here is that this model wouldn't explain the
disappearance of forms of hysteria; there might need to be some sort
of recency effect.
- I was alerted to this book, but put off from reading it, by a
contemporary review
in Nature; it now seems to me that the reviewer was unfair
about the quality of Showalter's writing. (Perhaps my taste has been degraded
by a quarter century of reading academic prose.) There are ways in which I'd
re-write this book (it's still too Freudian, and in places too cutesy [e.g.,
the coinage "hystories" itself]), and, inevitably, parts are dated. I
would really like to read Showalter giving the same treatment to
the last quarter century, but,
given her experiences after
publishing this, I understand why she'd decline, to the public's loss. I
urge the book on any reader with a serious interest in social contagion, or in
the weirder reaches of modern culture.
- *: My former
student Dena Asta wrote
did some nice research, back in 2012--2013, based on the idea that
a social contagion will spread
through "communities"
or "modules" defined by the social network, while a biological
contagion will need physical proximity. To the extent that network modularity
and geographic propinquity cut across each other, we can get some handle on
what form of contagion we're dealing with, assuming it's
contagion at all. This, however, is taking us very far from
Showalter's concerns.
- Michael Ellman, Socialist Planning (3rd edition, 2014)
- This is a very complete revision of a book whose first (1979)
edition I reviewed earlier. The
revision brings the story up to the early 2010s (in the case of China), and
makes extensive use of sources and studies which have only become available
since the collapse of the Soviet Union.
- Geographically, coverage remains focused on the Soviet Union, but there are
also extensive discussions of the Chinese experience, and a great deal more
than I remember from the first edition about Yugoslavia, Poland, Hungary, and
East Germany. Other eastern-European countries and Vietnam are mentioned
sporadically, Cuba even less often, North Korea just a few times in passing.
There is extensive information about how plans were drawn up, how the
authorities attempted to implement them, what actually happened instead, etc.
Coverage of the military sector, and the way preparation for another WWII-style
conflict influenced every aspect of Soviet economic planning, is drastically
expanded. (According to Ellman, much of the output of the aluminum and
fertilizer industries was simply wasted year after year, because factories ran
at levels suitable for producing vast numbers of warplanes and munitions, not
actual needs.) The general tone is of trying to describe, and evaluate, a
phenomenon which has passed and will never recur. To sum up Ellman's judgment: socialist planning was an attempt at modernization from above, driven by the imperative of being militarily competitive with industrialized European powers.
In that goal, it succeeded, at least up through the 1950s. As a
fulfillment of the ethical aims of socialism, it failed and was doomed to fail.
- I find it hard to imagine that a better overview of socialist planning, as
it actually existed, will be available any time soon.
- Michele Alacevich and Anna Soci, Inequality: A Short History [JSTOR]
- This isn't so much a history of inequality as of economists'
ideas about inequality. Indeed, much of it takes the form of rehashing
famous recent work. (E.g., chapter 4, "Inequality and Globalization", is
largely about Branko Milanovic's Global Inequality. [It's a good
book.]) They do make the interesting point that both classical and
neo-classical economics focused on the distribution of income across factors of
production, rather than the distribution of income (or wealth) across persons
or households. But the point is somewhat undercut by the fact that the
statistical study of income and wealth distributions owes so much to Pareto,
who was also one of the founders of neo-classical economics! I found some of
the history in ch. 3, "The Statistical Drift of Inequality Studies", to be
interesting, though I think a bit unfair to Pareto (regular readers will
understand what such a statement costs me). I also found Alacevich and Soci's
repeated slagging on economists for merely doing empirical studies of
income distribution a bit unfortunate --- surely before coming up with a
theoretical explanation, it's important to know what the phenomena to be
explained actually are!
- Over-all, if you have read any two of Milanovic, Piketty and Bartels, you
will not find much new here. I might assign some of the history-of-statistics
portions in my class.
- Karin Slaughter, The Last Widow and The Silent Wife
- Mind candy, mystery/thriller division. Umpteenth volumes in Slaughter's
long-running series, which I enjoy very much.
The Last Widow is a 2019 publication which involves (not to spoil
anything) biological terrorism, the CDC, and a right-wing attack on a seat of
government. Looking back from mid-2021, therefore, I am very relieved that
The Silent Wife is merely about personal betrayal and
serial killing. Both are very well-written and enjoyable, if full of squicky
parts.
- (I think it is, however, a defect in construction that the dramatic,
newsworthy, and emotionally-scarring events of Last Widow are
basically not mentioned in Silent Wife, despite its taking place a
mere six weeks later. It's also atypical of Slaughter, since one of the things
I enjoy about her series is that there are consequences.)
- John Renard (ed.), Islamic Theological Themes: A Primary Source Reader
- Does what it says. I'm impressed by the range of texts --- ideologically,
geographically, chronologically --- but utterly incompetent to evaluate it.
- S. A. Chakraborty, The Kingdom of Copper
- Mind candy fantasy: sequel
to City of Brass. I
found the continuing story enjoyable, but the language is, to borrow a phrase
from Le Guin, very much that of Poughkeepsie rather than Elfland, despite being
almost entirely set in Elfland (or, more precisely, Jinnistan). Still, I
immediately got the sequel after finishing this.
- Anna Lee Huber, A Wicked Conceit
- Mind candy mystery. I think it's probably just as good as the earlier
books, but that series fatigue has set in for me after nine volumes. They
will, however, loose little from being read out of order.
Update, 28 August 2021: Fixed an editing fragment that turned a
sentence about Alacevich and Soci into mush.
Books to Read While the Algae Grow in Your Fur;
Islam and Islamic Civilization;
Writing for Antiquity;
Pleasures of Detection, Portraits of Crime;
The Dismal Science;
The Progressive Forces;
Psychoceramica;
Minds, Brains, and Neurons;
Actually, "Dr. Internet" Is the Name of the Monster's Creator
Posted at July 31, 2021 23:59 | permanent link
June 30, 2021
Books to Read While the Algae Grow in Your Fur, June 2021
Attention conservation notice: I have no taste, and no qualifications
to opine on cryptozoology, folklore, economics, or humanistic geography.
- Anne Perry, The Cater Street Hangman
- Mind candy historical mystery. Enjoyable, but I fail to see why this should
have sparked a series of dozens of books over decades.
- Benjamin Radford and Joe Nickell, Lake Monster Mysteries: Investigating the World's Most Elusive Creatures
- Shorter: There are no lake monsters, just logs, otters, and
stories about lake monsters.
- Longer: Mostly this is an account of the authors' travels to various lakes
which are claimed to have monsters, and the authors' (very tame) adventures
debunking the stories, i.e., providing mundane accounts of what could have
caused sightings or what's really in particular photographs. They are very
fond of invoking logs, tree stumps, and otters. (I am persuaded about the
timber and open-minded about the otters.) This is pretty standard fare, of the
kind I have enjoyed since I was a boy and my mother would buy me issues
of Skeptical Inquirer.
- There is also a not-quite-fully-articulated theory of lake
monsters hinted at here. If I try to draw this out explicitly, it'd be
something like this: lake monsters are a modern myth, originating with
Loch Ness in the 1930s, with the idea being that lakes are inhabited by
surviving plesiosaurs,
or something near enough. (One ancestor of the myth is thus
the genre
of "lost world" adventure stories.) Pre-modern stories about strange
creatures in lakes get invoked by the myth as "evidence", regardless of their
content or context; occasionally accounts of pre-modern stories are fabricated
as needed. When people who know the myth see strange things on lakes, which is
common enough, knowledge of the myth provides an interpretation for an
ambiguous experience, and an opportunity for recounting the myth with an
additional report attached. (It is enough for these purposes that the people
be able to say "I don't know what I saw, but I
saw something".) The myth spreads from lake to lake, partly through
natural diffusion, and partly through the efforts of local chambers of commerce
to drum up tourism.
- As I said, the theory of lake monsters in the previous paragraph is me
trying to articulate Radford and Nickell's hints by stringing their scattered
remarks together with bits of
Dan Sperber
and Pascal
Boyer.
The authors themselves repeatedly refer to a work by an actual folklorist
(Michel Meuger's 1988 Lake Monster Traditions: A Cross-Cultural
Analysis) in ways which make me eager to track down a copy.
- Jeff Lemire and Dean Ormston, Black Hammer: Secret Origins
- Alex Robinson's Lower Regions
- Rick Remender, Eric Nguyen et al., Strange Girl
- Kel Symons and Mathew Reynolds, The Mercenary Sea
- Comic book mind candy, assorted.
- Pierro Sraffa, Production of Commodities by Means of Commodities: Preliude to a Critique of Economic Theory
- This is a little book drafted in the 1920s and published in 1960, which
became the subject of a huge literature. I have read a lot about it
over the years, since it became a touchstone for some strands of heterodox
economics, but never actually read it until this month. Having done so I find
it very strange, not least because I feel like it could have be shortened still
further, and yet clarified, if Sraffa had just used some basic theory for
directed graphs and invoked
the Frobenius-Perron
theorem. (It's possible that the theory about directed graphs didn't exist
when he first wrote, and even that the Frobenius-Perron theorem was then too
obscure, but by 1960?) I am in fact tempted to re-write it doing just that,
but I presume somebody out there in neo-Ricardian / post-Keynesian /
post-Marxist land has done so, and I call upon the LazyWeb for a reference.
- (Thanks to Z. M. Shalizi for lending me his copy.)
- Yi-Fu Tuan, Dominance and Affection: The Making of Pets [JSTOR]
- This is a beautifully-written and thought-provoking, perhaps even
disturbing, book. It's an examination across history and time of the ways
people make others --- plants, animals, and indeed other people --- into
playthings, into objects which they can manipulate,
and consequently bestow affection upon. I am sure there are people
who can read it without coming to look at their own affections in a different
light, but I'd prefer not to know them.
- This book is part of a loose series that Tuan wrote, looking at what one
might call the moral psychology of different aspects of humans' experience of
their environments --- Segmented Worlds and Self, Landscapes
of Fear, Escapism, Cosmos and Hearth, etc.
These are all marked by the same virtues as this book: vast learning worn
lightly, smooth-flowing writing, and an acute ethical sensitivity that is never
preachy. I recommend them all very highly indeed.
- (Thanks to Jan Johnson for the gift of this book.)
- Norbert
Wiener, The Fourier Integral and Certain of Its Applications
- Recommended purely for historical interest. If you already are
familiar with Fourier analysis and are curious to see it at any earlier stage
in its development, this is interesting work from a pioneer. (And it's full of
curious sidelights, such as the fact that Wiener in 1933 doesn't have the word
"convolution" in its modern mathematical-English sense, but uses the
German Faltung for lack of any translation.) But I don't think there
are insights or techniques which aren't fully assimilated into the modern
mainstream.
- Glenn C. Loury, The Anatomy of Racial Inequality
- Re-read for course prep. If it was in print I'd probably make it a required text; as it
is I expect to assign passages from chapters 2 ("Racial Stereotypes") and 3 ("Racial Stigma") in the unit on mechanisms that create and perpetuate
inequalities.
Books to Read While the Algae Grow in Your Fur;
Scientifiction and Fantastica;
Mathematics;
Pleasures of Detection, Portraits of Crime;
Tales of Our Ancestors;
The Dismal Science;
Commit a Social Science;
Philosophy;
Psychoceramics
Posted at June 30, 2021 23:59 | permanent link
|