Course Syllabus Statistics 534: Applied Categorical Data Analysis
Course Syllabus Statistics 534: Applied Categorical Data Analysis
Course Syllabus Statistics 534: Applied Categorical Data Analysis
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<strong>Course</strong> Schedule: The course schedule is given below. The due dates are official.Week Start DateReadings1 Aug. 29 R-Tutorial and R-Article Provided onlineOnline version of R textbookProvided onlineIntroduce Yourself Due on Sept 2 on Sept 22 Sept 3 <strong>Categorical</strong> Response <strong>Data</strong> Sections 1.1.1-1.1.3Probability Distributions for <strong>Categorical</strong> <strong>Data</strong> Sections 1.2.1-1.2.23 Sept 10 Statistical Inference for a Proportion Sections 1.3.1-1.3.4More on Statistical Inference Sections 1.4.1-1.4.5Quiz-I Due and HW-I Due on Sept 16 at 11:55pm4 Sept 17 Contingency Tables Sections 2.2.1-2.1.5Comparing Proportions Sections 2.2.1-2.2.35 Sept 24 Odds Ratio Sections 2.3.1-2.3.5Chi-squared tests Sections 2.4.1-2.4.56 Oct 1 Testing independence for ordinal data Sections 2.5.1-2.5.5Exact tests for small samples Sections 2.6.1-2.6.5Three-way contingency tables Sections 2.7.1-2.7.5Quiz-II Due and HW-II Due on Oct 7 at 11:55pmFirst Project is Due onOctober 5 at 5:00 PM ET7 Oct 8 Components of GLMsGLMs for binary data8 Oct 15 GLMs for count dataModel inference and model checkingFitting GLMs<strong>Course</strong> <strong>Syllabus</strong>Stat <strong>534</strong>: <strong>Applied</strong> <strong>Categorical</strong> <strong>Data</strong> <strong>Analysis</strong>Krishna K. Saha, Ph.D.Sections 3.1.1-3.1.4Sections 3.2.1-3.2.3Sections 3.3.1-3.3.3Sections 3.4.1 & 3.4.4Sections 3.5.1 & 3.5.2Quiz-III Due and HW-III Due on Oct 21 at 11:55pm9 Oct 22 Interpreting logistic regression Sections 4.1.1-4.1.3Inference for logistic regression Sections 4.2.1-4.2.310 Oct 29 Logistic regression with qualitative predictors Sections 4.3.1-4.3.5Multiple logistic regression Sections 4.4.1-4.4.2Quiz-IV Due and HW-IV Due on Nov 4 at 11:55pm11 Nov 5 Strategies in model selection Sections 5.1.1-5.1.712 Nov 12 Model checking Sections 5.2.1-5.2.7Quiz-V Due and HW-V Due on Nov 18 at 11:55pm13 Nov 19 Log-linear models for two-way and 3-way tables Sections 7.1.1-7.1.4Inference for log-linear models Sections 7.2.1-7.2.414 Nov 26 Log-linear-logistic connection Sections 7.3.1-7.3.2Independence graphs and collapsibility Sections 7.4.1-7.4.4Modeling ordinal associations Sections 7.5.1-7.5.3Quiz-VI Due and HW-VI Due on Dec 2 at 11:55pm15 Dec 3 Comparing dependent proportions Sections 8.1.1-8.1.2Logistic regression for matched pairs Sections 8.2.1-8.2.5HW-VII Due16 Dec 10 Second Project is Due onDecember 10 at 5:00 PM