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Limited memory bundle DC algorithm for sparse pairwise kernel learning

Published in Journal of Global Optimization • Apr 3, 2025
NobleIDNI2P58W90R83S17
Authors:
Napsu Karmitsa
,
Kaisa Joki
,
Antti Airola

Abstract

Abstract Pairwise learning is a specialized form of supervised learning that focuses on predicting outcomes for pairs of objects. In this paper, we formulate the pairwise learning problem as a difference of convex (DC) optimization problem using the Kronecker product kernel, $$\ell _1$$ ℓ 1 - and $$...

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