Kernel and neighborhood methods · MLD-0903
Polynomial kernel
A kernel computing a power of an affine dot product.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Represent polynomial feature interactions implicitly.
Original caveat
High degrees can create numerical and generalization problems.
Context and aliases
Level: Intermediate. Stages: Theory · Training · Inference.
Tags: ML.
Aliases: None recorded.
Related concepts
Original references
- scikit-learn: nearest neighbors ↗ · Reference link
- scikit-learn: support vector machines ↗ · Reference link
- Original reference URL ↗