Exploring the fundamental connection between likelihood ratio tests and chi-square distributions through Wilks' theorem, with formal proofs and practical examples.
Jan 15, 2025
A comprehensive derivation showing that when testing a single linear contrast in regression, the squared t-statistic equals the corresponding F-statistic, including detailed proofs of variance properties and constraint sum of squares.
Jan 15, 2024