Supervised Learning: Estimating the average in a category vs. individual classification, dealing with measurement error, extensions to an apparently unrelated application in epidemiology and public health.

2012 Lecture Notes: Slides [to print] 

Videos ( Printable slides to accompany videos )

 Quantities of Interest in Text Analysis and Representing Text as Numbers (22:27)
  Existing Statistical Approaches to Estimating Proportions in Categories (10:22)
 Using Misclassification Rates to Correct Proportions (12:55)
  Verbal Autopsy Methods (07:18)