everything.study
MATH 5331

Advanced Topics in Statistics

0.5 credits · Graduate

Fall 2012

Topics

  • Simple linear regression
  • Multiple linear regression
  • Model Adequacy checking
  • Polynomial regression models
  • Indicator variables
  • Variable selection and model building
  • Completely randomized designs
  • Treatment comparisons
  • Factorial designs and interactions
  • Power analysis
  • Fixed and random effects models
  • Balanced incomplete block designs
  • Latin squares and split plot designs
  • Hierarchical (nested) designs
  • Repeated measures designs

Readings

  • Book 1. Introduction to Linear Regression Analysis 3rd Edition by D. C. Montgomery, E. A. Peck, and G. G. Vining Book 2. Fundamental Concepts in the Design of Experiments by C. R. Hicks and K. V. Turner, Jr.
Sources