2021 Fall PBHLTH C242C 001 LEC 001

2021 Fall

PBHLTH C242C 001 - LEC 001

Longitudinal Data Analysis

Alan E Hubbard

Aug 25, 2021 - Dec 10, 2021
Tu, Th
11:00 am - 12:29 pm
Class #:30274
Units:4

Instruction Mode: In-Person Instruction

Offered through School of Public Health

Current Enrollment

Total Open Seats: 22
Enrolled: 18
Waitlisted: 0
Capacity: 40
Waitlist Max: 40
No Reserved Seats

Hours & Workload

7 hours of outside work hours, 3 hours of instructor presentation of course materials, and 2 hours of the exchange of opinions or questions on course material.

Other classes by Alan E Hubbard

Course Catalog Description

The course covers the statistical issues surrounding estimation of effects using data on subjects followed through time. The course emphasizes a regression model approach and discusses disease incidence modeling and both continuous outcome data/linear models and longitudinal extensions to nonlinear models (e.g., logistic and Poisson). The primary focus is from the analysis side, but mathematical intuition behind the procedures will also be discussed. The statistical/mathematical material includes some survival analysis, linear models, logistic and Poisson regression, and matrix algebra for statistics. The course will conclude with an introduction to recently developed causal regression techniques (e.g., marginal structural models). Time permitting, serially correlated data on ecological units will also be discussed.

Rules & Requirements

Repeat Rules

Course is not repeatable for credit.

Reserved Seats

Current Enrollment

No Reserved Seats

Textbooks & Materials

See class syllabus or https://calstudentstore.berkeley.edu/textbooks for the most current information.

Textbook Lookup

Guide to Open, Free, & Affordable Course Materials

eTextbooks

Associated Sections