BIOS 6342 – Contemporary Statistical Inference

Announcements:  Welcome to BIOS 6342!

Syllabus: The most recent syllabus (Spring 2026) can be found here.

Lecture notes: Although it is my hope that the materials on this page are broadly helpful, they are not to be copied without permission of the instructor.

# Topic Slides
1 Sufficiency, ancillarity, and completeness Link
2 Point estimation Link
3 Large sample theory Link
4 Hypothesis testing and confidence intervals Link
5 Bayesian statistics Link
6 Foundations of decision theory Link
7 Model misspecification Link
8 Nonparametric methods Link

Labs: Links to the labs are provided below.

# Date Topic Lab
1 01/09 Sufficiency in pictures Link
2 01/16 Minimal sufficiency, ancillarity, completeness Link
3 01/23 Point estimation methods Link
4 01/30 Rao-Blackwellization Link
5 02/06 Practice with a regular model Link
6 02/27 Size and power by simulation Link
7 03/06 The likelihood ratio test Link
8 03/20 More practice with a regular model Link
9 03/27 Bayesian methods Link
10 04/14 The sandwich variance Link

Problem sets: The course problems can be found here. Problems will be due in batches (a schedule is placed below).

# Due date Assigned Graded thoroughly
1 01/15 1-2 2
2 01/20 3-7 3, 5
3 02/03 8-11 9, 11
4 02/06 12-15 13, 15
5 02/10 16-19 16, 17
6 02/20 20-24 21, 23, 24
7 02/24 25-27 25, 26
8 02/27 28-29 28
9 03/06 30-33 30, 32
10 03/19 34-36 34, 36
11 03/24 37-39 38, 39
12 03/31 40-42 42
13 04/10 43-45 43
14 04/17 46-50 46, 50