Li, L., and Neal, R. M. (2008), "Compressing Parameters in Bayesian High-order Models with Application to Logistic Sequence Models", Manuscript posted online.
[abstract], [PS], [PDF], [slides (PDF)], [software].
A revised version of this paper is to appear in Bayesian Analysis, posted online 2008-09-29, [PDF].
[abstract],
[PS],
[PDF],
[slides (PDF)],
[software].
A revised version of this paper has been published as:
Li., L. Zhang, J., and Neal, R. M. (2008), "A Method for Avoiding Bias from
Feature Selection with Application to Naive Bayes Classification Models",
Bayesian Analysis, volume 3, number 1, pp 171-196: [PDF]
Li, L. (2007), Bayesian Classification and Regression with High
Dimensional Features, Ph.D. thesis, University of Toronto, 129 Pages.
[abstract],
[PS (1-sided)],
[PS (2-sided)],
[PDF (1-sided)],
[PDF (2-sided)],
[slides (PDF)],
[Software for:
Chapter 2.1,
Chapter 2.2,
Chapter 3].