A QUASILINEAR CLASSIFIER FOR COMPLETE SEPARATION OF A DICHOTOMY
Nagabhushana Prabhu · International Journal of Artificial Intelligence Tools · 2003
We present a new classifier, which given any two distinct finite sets P, Q ⊂ R n can construct a closed-form expression of a quasilinear surface that completely separates P and Q. The new classifier, which is based on gauged Lie groups, has low-polynomial space and time complexities and is particularly efficient on large sets P and Q wherein, modulo small subsets of P and Q, the sets P and Q are linearly separable.