Goals of statistical analysis: summaries, prediction, scientific inference. Evaluating predictions: in-sample error, generalization error; over-fitting. Cross-validation for estimating generalization error and for model selection. Justifying model-based inferences; Luther and Süleyman.
Reading: Notes, chapter 3 (R for examples and figures).
Posted at January 24, 2012 10:30 | permanent link