Instructor: David M. Rocke (dmrocke@ucdavis.edu)
TA: Andrew Farris
(affarris@ucdavis.edu)
Logistic Regression: A Self-Learning Text (3rd ed.), Kleinbaum & Klein, Springer, 2010
Available to download at no cost
http://link.springer.com/book/10.1007/978-1-4419-1742-3/page/1 if on campus.
Use PulseSecure VPN if off campus.
Survival Analysis: A Self-Learning Text (3rd ed.), Kleinbaum & Klein, Springer, 2012
Available to download at no cost
http://link.springer.com/book/10.1007/978-1-4419-6646-9/page/1 if on campus.
Use PulseSecure VPN if off campus.
April 4, 2017
Reading: Logistic Regression Chapters 1–3
Presentation: Introduction to Logistic Regression
Homework: Homework 1
April 11, 2017
Reading: Logistic Regression Chapter 4
Powerpoint: Logistic Regression and Likelihood
Homework: See Powerpoint for HW 2a; due 4/18/17
Homework: Homework 2b
April 13, 2017
Reading: Logistic Regression Chapter 5
Powerpoint: Inference for Logistic Regression: Likelihood Ratio Tests
April 18, 2017
Reading: Logistic Regression Chapter 5
Powerpoint: Inference for Logistic Regression: Wald Tests
Homework: See Powerpoint for HW 3a; due 4/25/17
Homework: Homework 3b
April 20, 2017
Reading: Logistic Regression Chapters 6-8
Powerpoint: Variable Selection and Modeling in Logistic Regression
Homework: See Powerpoint; due 4/27/17
April 25, 27, 2017
Reading: Logistic Regression Chapters 9 and 10
Powerpoint: Diagnostics and Goodness of Fit
Homework: See presentation; due 5/4/17
May 2, 2017
Reading: Logistic Regression Chapters 9 and 10
Powerpoint: Prediction and Classification
Powerpoint: Logistic Regression for Matched Data
Homework: ROC curve for your model; due 5/9/17
May 4, 2017
Reading: Logistic Regression Chapter 11
Powerpoint: Poisson Regression
Homework: Poisson regression exercise from Powerpoint, due 5/16/17
May 9, 11, 2017
Reading: Survival Analysis Chapters 1 and 2
Powerpoint: Introduction to Survival Analysis
Homework:
May 16, 2017
Reading: Survival Analysis Chapter 3
Powerpoint: The Cox Model
Homework:
May 18, 2017
Reading: Survival Analysis Chapter 3
Powerpoint: Survival Regression with the Cox Model
Homework: Homework with the addicts data set, due 5/25/17
May 23, 25, 2017
Reading: Survival Analysis Chapter 4
Powerpoint: Model Building and Checking for Cox Models
Homework:
May 25, 2017
Reading: Survival Analysis Chapter 5
Powerpoint: Stratified Cox Models
Homework: Model Checking and Strata with addicts data set, due 6/6/17
May 30, 2017
Reading: Survival Analysis Chapter 6
Powerpoint: Time-Dependent Covariates and Multiple Events
Powerpoint: Logistic Regression Solutions
Homework: Survival Analysis Homework, due 6/8/17
June 1, 2017
Reading:
Powerpoint: Introduction to Random Effects and Mixed Models
Homework:
June 6, 2017
Reading:
Powerpoint: Multilevel Models
Homework:
June 8, 2017
Reading:
Powerpoint: Multilevel Models II
Homework: Survival Analysis Assignment Solutions