Linear and probabilistic models · MLD-0458
Generalized additive model
A model adding learned functions of individual features, optionally with selected interactions.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Fit an interpretable nonlinear tabular predictor.
Original caveat
Purely additive forms miss interactions unless included explicitly.
Context and aliases
Level: Intermediate. Stages: Training · Inference.
Tags: ML.
Aliases: GAM.
Related concepts
Original references
- scikit-learn: Gaussian processes ↗ · Reference link
- scikit-learn: linear models ↗ · Reference link
- scikit-learn: naive Bayes ↗ · Reference link
- Original reference URL ↗