Work

Support Vector Committee machines

Year: 2000

Type: article

Abstract: This paper proposes a mathematical programming framework for combining SVMs with possibly different kernels. Compared to single SVMs, the advantage of this approach is twofold: it creates SVMs with local domains of expertise leading to local enlargements of the margin, and it allows the use of simple linear kernels combined with a fixed boolean operation that is particularly well suited for building dedicated hardware.

Authors: Dominique Martinez, Gilles Millérioux

Language: English

Topic: Machine Learning and Algorithms

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W1528176060

FWCI:

Cites: 8

Cited by: 6

Related to: 10