Linear Models

Linear Models Symmetric Matrices Multivariate Normal Distributions Covariance and Independence Maximum Likelihood Estimation Generalized Least Squares Ordinary Least Squares Estimator Distributions Likelihood Ratio Tests Quadratic Forms and Chi-Squared Distributions Orthogonal Projections Design Matrices Analysis of Variance General Linear Hypotheses F-Tests and t-Tests Multiple Regression and Interaction Terms Simultaneous Confidence Intervals Hat Matrix and Residuals Ridge Regression Splines and Truncated Power Bases Sufficiency, Completeness, and UMVUE Bayesian Testing and Decision Theory