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Discrete Data Analysis
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Discrete Data Analysis
Instructors:
Kristin Sainani
kcobb@stanford.edu
Office: T211, HRP Redwood Building
Office hour: TBA
TA information:
Murat Ahmed
murat@stanford.edu
Camilo Rivera
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camilor@stanford.edu
Office Hours: TBA
Syllabus:
Syllabus
Lectures:
·
Jan. 4 and 6, 2010: Introduction to observational studies; statistics for contingency tables
·
Jan. 11, 2010: Confounding and effect modification
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Jan. 25, 2010: Matched and correlated data
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February 1, 2010: Logistic regression I
·
February 8, 2010: Logistic regression II
·
February 22, 2010: Logistic regression III
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March 1, 2010: Bootstrap and cross-validation
·
March 8, 2010: Sample size for case-control studies
Labs:
·
Lab One: SAS orientation, 2x2 tables
·
Lab Two: Mantel-Haenszel and McNemar's tests
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Lab Two DATA
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Lab Three: Diagnostic tests, ROC curves
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Lab Three DATA
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Lab Four: PROC LOGISTIC
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Logit Plot Macro
·
Lab Five: More on PROC LOGISTIC
·
Lab Six: Model Building, logistic regression
·
Lab Six DATA
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Lab Seven: Conditional and Ordinal logistic regression
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Lab Seven DATA 1
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Lab Seven DATA 2
·
Lab Eight: Boostrap and Cross-Validation
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Lab Eight DATA
Homework:
·
Homework 1
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Homework 2
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Homework 3
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Homework 4
·
Homework 5
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Homework 5 DATA
·
Homework 6
·
Homework 6 DATA
Handouts:
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Concepts to review for the final exam
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Practice problems for the review session
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