Course Notes for 171:290 Advanced Biostatistcs Seminar: Model Selection

• Lecture I: Introductory Concepts
• Lecture II: The Akaike Information Criterion
• Lecture III: AIC and Corrected AIC, AICc
• Lecture IV: Corrected and Modified AIC, AICc and MAIC
• Lecture V: The Takeuchi Information Criterion, TIC
• Lecture VI: The Schwarz Information Criterion, SIC
• Lecture VII: The Conceptual Predictive Statistic, Cp
• Lecture VIII: Criteria for Regression Model Selection
• Lecture IX: Criteria for Time Series Model Selection (Part I)
• Lecture X: Criteria for Time Series Model Selection (Part II)
• Lecture XII: Discrepancy-Based Model Selection Criteria