Distribution notes for transformations, parametric families, and likelihood-based modeling.

Notes

AreaNoteStatus
Exponential familyExponential Familydraft
TransformationChange of Variables for Probability Distributionsdraft

Statistical Learning Use

  • Exponential-family likelihoods behind GLMs and probabilistic classifiers.
  • Change-of-variable reasoning for transformed features and generated variables.