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Stat 247c - [Longitudinal Data Analysis](./PH 242C--STAT 247C Course Syllabus.pdf)

Lectures

Date Topic
8/27 - 9/1 [Ch 1 - Introduction](./lecture/Chapter 1 Introduction Fall 2015.pdf)
9/3 [Ch 2 - Graphics](./lecture/Chapter 2 Graphics Fall 2015.pdf)
9/8 [Ch 3a - Naive Analysis of Longitudinal Data](./lecture/Chapter 3 (a) Major Themes of Class Fall 2015.pdf)
9/10 - 9/17 [Ch 3b - Naive Analysis of Longitudinal Data](./lecture/Chapter 3 (b) Major Themes of Class Fall 2015.pdf)
9/22 - 9/24 [Ch 4 - Longitudinal Outcome, Baseline Covariates](./lecture/Chapter 4 Collapsing Longitudinal Data (Poisson and NB Regression) Fall 2015.pdf)
9/29 - 10/13 [Ch 5 & 6 - Overview of Repeated Measures Models: Transitional, Marginal (GEE), and Mixed Effects](./lecture/Chapter 5 & 6 Fall 2015 Model Overview and GEE.pdf)
10/15 - 10/22 [Ch 7 - Mixed, Random Effects, Random Coefficients, Multilevel, ...Models, pt 1](./lecture/Chapter 7 Fall 2015 part I.pdf)
10/27 - 10/29 [Ch 7 - Mixed, Random Effects, Random Coefficients, Multilevel, ...Models, pt 2](./lecture/Chapter 7 Fall 2015 part II.pdf)
11/3 - 11/5 [Ch 7 - Mixed, Random Effects, Random Coefficients, Multilevel, ...Models, pt 3](./lecture/Chapter 7 Fall 2015 part III.pdf)
11/10 - 11/12 [Ch 8 - Latent Trajectory Models](./lecture/Chapter 8 Fall 2015.pdf)
11/17 - 11/24 [Ch 9 - Survival Analysis](./lecture/Chapter 9 Survival Analysis.pdf)
12/1 - 12/3 [Ch 10 - Causal Inference and Marginal Structural Models](./lecture/Chapter 10 Causal Ideas in Longitudinal.pdf)

Labs

Date Lab
9/2 Theory vs. Simulation
9/9 Notation, Properties of Random Variables, and a Proof
9/16 Clustered data, longitudinal effects
9/23 Variance-covariance matrices
9/30 Stat, graphics, and data
10/7 Stat, graphics, and data (continued)
10/28 Model review

Assignments

Due Topic
9/14 HW 1 - Logistic Regression Review and Simulation, code
9/28 HW 2 - Data-generating distributions for repeated measures, code
10/20 HW 3 - Plots of repeated measures
11/10 HW 4 - Sampled Teenage Sexual Activity and Drug/Alcohol Use Data

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UC Berkeley, Stat 247C, Fall 2015

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