STA 215: Statistical Inference

Course Schedule, Spring 2005

This syllabus was last revised , and may be superceded by later versions. Please Reload the page to make sure that you have the latest version. Some weeks will have lecture notes available; more will be added over time. Here's the course's information page and a sheet of information and notation for common probability distributions.

Note: The class text, Mathematical Statistics (2/e) by Peter Bickel and Kjell Doksum, is substantially different and better than the first edition by the same name and authors--- it is also organized differently (the old Chapter 1 has become the new Appendix B, with remaining chapters renumbered accordingly, for example). Be sure to get the second edition, not the first.

Week
Date
Topic
Reading
Assignment
Lec
Notes
HW
Due
Date
1
1/11 Introduction: Likelihood, 3½ Paradigms Lec Notes »»
pdf,pdf
-
-
2
1/18 Models, Random Samples, Generating Functions Lec Notes »»
pdf
-
-
3
1/23 - 1/25 Sufficiency, Exponential Families B&D Ch 1
pdf
HW 1 (sol)
2/04
4
1/30 - 2/01 Point Estimation: Bias, Risk, Consistency B&D Ch 2
pdf
-
-
5
2/06 - 2/08 Efficiency & the Frêchet (Cramér-Rao)
Information Inequality, Rao-Blackwell
-
pdf
HW 2 (sol)
2/23
6
2/13 - 2/15 Normal Approximations, Bayes & Frequentist B&D Ch 3
pdf,pdf
-
-
7
2/20 - 2/22 MLE and its properties B&D Ch 2
-
HW 3 (sol)
3/09
8
2/27 - 3/01 Jeffreys and Reference Bayesian Inference GCSR § 2.8
-
-
-
9
3/06 - 3/08 Take-home Midterm Exam (2000, 2001, 2002, 2005)
Results
-
3:55pm
3/09
-3/11 - 3/19 Spring Break -- --
10
3/20 - 3/22 Testing Hyp: Size, P-Values, Power, Post Prob B&D Ch 4
pdf
-
-
11
3/27 - 3/29 Likelihood Ratios & the Neyman-Pearson Lemma B&D Ch 4
pdf
HW 4 (sol draft)
4/06
12
4/03 - 4/05 Bayes vs. Freq: DeGr, Berg&Sell, Case&Berg, Berg&Dela, Berg&Brow&Wolp, Wolp ««Hand-outs
pdf
-
-
13
4/10 - 4/12 Conditionality & the Likelihood Principle Berg & Wolp
pdf
-
-
14
4/17 - 4/19 Survival Analysis: Stanford Heart Transplants, 2x2 Tables Lec Notes »»
SHT, 2x2
-
-
-
16
5/02 Final Exam, Tue May 2, 2:00-5:00pm (2000, 2001, 2002, 2005)
Results
-
-