STAT 582: Advanced Theory of Statistical Inference
Winter Quarter 2015
Syllabus (last updated: 1/14/15)
Course personnel:
- Professor: Jon A. Wellner
- B320 Padelford Hall
- Phone: 543-6207
- Office hours: 1:30 - 3:30 Mon; 3:00 - 5:00 Wed, Fri; or by appointment
Administrative Information:
- Time(s): MWF 10:30 - 11:20
- Place: MGH 271
- Make-Up Sessions:
Wednesday, January 28, 9:30 - 10:20, SIG 226
Wednesday, February 4, 11:30 - 12:20, SIG 226
Wednesday, February 25, 11:30 - 12:20, SIG 226.
Prerequisites:
-
Mathematical Analysis at the level of Math 424-5-6.
-
Successful completion of Statistics 581.
Required Texts:
-
E. L. Lehmann and Joseph P. Romano,
Testing Statistical Hypotheses, Third Edition.
Springer, New York (2005).
Supplemental texts:
-
Mathematical Statistics,
by T. S. Ferguson, 1967.
-
Approximation Theorems of Mathematical Statistics,
by R. J. Serfling, Wiley, 1980.
-
Silvey, S. D.
Statistical Inference. Chapman and Hall, 1970.
-
Cox, D. R. and Hinkley, D.
Theoretical Statistics.
Chapman and Hall, 1974.
Grading:
- Homework: 35%. Handed out on Wednesdays; due following Wednesday
- Midterm: 30% (in class; Friday, February 13)
- Final: 35% (in class; 8:30 - 10:20 AM, Monday, March 16, 2015)
Course Evaluation:
Lectures:
The lectures will cover parts of chapters 4, 5, and 6.
- Chapter 4. Efficient Likelihood Estimation and Related Tests
- Chapter 5. Bayes Methods and Elementary Decision Theory
- Chapter 6. Testing
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