BIOSTAT 208: Biostatistical Methods for Clinical Research II (Winter 2014)
Section outline
-
Lecture: Introduction to Regression Modeling
Class organization; regression overview; review of simple linear regression
Faculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Introduction
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704 -
Lecture: Multiple Linear Regression
Regression with a single binary or continuous predictor; Multiple regression
Faculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Multiple Linear Regression
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704 -
Lecture: Categorical Predictors; Log Transformations of Predictors & Outcome
Faculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Categorical Predictors
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski 6702, Poirot CB 6704
-
Lecture: Confounding and Mediation
Using regression to control for confounding and assess mediation
Faculty: Steve Shiboski
Location: China Basin 6702
-
Homework Sessions
Faculty: Steve Shiboski
Location: CB 6702 -
Computer Lab: Confounding and Mediation
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
-
Lecture: Interaction
Conceptual introduction, product terms, testing for interactions, lincom statementsFaculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Interaction
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
-
Lecture: Model Diagnostics
Linearity, normality, constant variance; influential pointsFaculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Model Diagnostics
Causal diagrams, three inferential goals; number of predictors, colinearityFaculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
-
Lecture: Predictor Selection
Faculty: Steve Shiboski
Location: China Basin 6702
-
Homework Discussion - HW #2
Faculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Predictor Selection
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
-
Lecture: Binary Outcome Data
Contingency tables; binary outcomes; measures of association; logistic model
Faculty: Steve Shiboski
Location: China Basin 6702 -
Homework Session
Faculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Binary Outcome Data
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
-
Lecture: Multiple Logistic Regression
Multiple logistic regression; confounding; interactionFaculty: Steve Shiboski
Location: China Basin 6702 -
Computer Lab: Multiple Logistic Regression
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
-
Lecture: Prediction and Model Diagnostics
Prediction; model assessment; outliers; goodness of fitFaculty: Steve Shiboski
Location: China Basin 6702 -
Homework Session
Faculty: Steve Shiboski
Location: China Basin 6702
-
Computer lab: Prediction and Model Diagnostics
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
-
Lecture: Case Control Studies
Case-control study; conditional logistic regression; generalized linear models
Faculty: Steve Shiboski
Location: China Basin 6702
-
Computer Lab: Case Control Studies
Faculty: Steve Shiboski, Eugenie Poirot
Location: Shiboski CB 6702, Poirot CB 6704
