STAT 700, Fall 2016
Final Exam Information

Final Exam is Monday December 19, 3:30:5:30PM, In-class GMCS-313

Covering:

• Linear Models and ANOVA
  • Matrix Theory
  • Estimation and Projections
  • Quadratic Forms
  • Inference about Normal Models

• Linear Mixed Models
  • Fixed Effects vs. Random Effects
  • Estimation of Parameters (MLE and REML)
  • Hypotheses Testing
  • Model Diagnostics

• Examples of Linear Mixed Models
  • Multilevel Models (Rat Pup Data, Classroom Mathgain Data)
  • Models for Repeated-Measures Data (R dataset ergoStool))
  • Models for Longitudinal Data (R datasets Orthodont)

• Nonlinear Models
  • Nonlinear Least Squares (R function nls)
  • Bootstrapping
  • Nonlinear Mixed Models (R dataset Soybean and R function nlme) You just need to know that you could do this type of analysis, if needed!

• Generalized Linear Models
  • Logistic Regression in R (Just the basics, i.e., Challenger Data and OR)
  • General Linear Mixed Models (You just need to know that you could do this type of analysis, if needed!)

  and any other lecture material and computer lab material presented.

  You may use:

  • 2 sheets (8 1/2 x 11) one-side of notes (or equivalent)
    Notes will be collected with exam (and returned later, if needed)

  • Calculator