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Multiple kernel nonnegative matrix factorization

Published • May 1, 2011
NobleIDNI7P72W13R86S01
Authors:
Shounan An
,
Jeong-Min Yun
,
Seungjin Choi

Abstract

Kernel nonnegative matrix factorization (KNMF) is a recent kernel extension of NMF, where matrix factorization is carried out in a reproducing kernel Hilbert space (RKHS) with a feature mapping φ(·). Given a data matrix X ∈ ℝ m×n , KNMF seeks a decomposition, φ(X) ≈ UV T , where the basis matrix tak...

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