Survival Analysis (STAT331)
Syllabus
Syllabus
Office Hour by Instructor, Lu Tian
Location: Redwood building (by CCSR and MSOB), T160C
Time: Monday 4:00pm to 5:00pm or by appointment
Lecture Notes
unit 1 (Parametric Inference)
unit 2 (Censoring and Likelihood)
unit 3 (KM Estimator)
unit 4 (Logrank Test)
unit 5 (Cox Regression I)
unit 6 (Cox Regression II)
unit 7 (Cox Regression III)
unit 8 (Martingale I)
unit 9 (Martingale II)
unit 10 (Maringale III)
unit 11 (Maringale CLT)
unit 12 (revisit KM Estimator)
unit 13 (revisit Logrank Test I)
unit 14 (revisit Logrank Test II)
unit 15 (revisit Cox Regression I)
unit 16 (revisit Cox Regression II)
unit 17 (AFT Regression Model)
Lecture Slides
set 1 (Censoring and Parametric Inference)
set 2 (KM Estimator)
set 3 (Logrank Test)
set 4 (Cox Regression 1)
set 5 (Cox Regression 2)
set 6 (Martingale)
set 7 (Martingale Central Limit Theorem)
set 8 (Revisit KM Estimator, Logrank Test and Cox Regression)
set 9 (Competing Risk and Other Topics)
Reading Materials
supplementary reading materials for parametric inferences with the generalized gamma distribution
supplementary reading materials for informative censoring
supplementary reading materials for KM estimator
supplementary reading materials for logrank test
supplementary reading materials for Cox regression
Lecture Materials for CART (Professor Olshen)
Class Notes
Readings
Homework
homework 1
homework 2
homework 3
homework 4
homework 5
homework 6
Final Project
Final Project
PEACE data
Reference