Learning in Feature Spaces via Coupled Covariances: Asymmetric Kernel SVD and Nyström method

Qinghua Tao; Francesco Tonin; Alex Lambert; Yingyi Chen; Panagiotis Patrinos; Johan Suykens

2024 ICML ICML 2024

Learning in Feature Spaces via Coupled Covariances: Asymmetric Kernel SVD and Nyström method

Abstract

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Authors

Qinghua Tao, Francesco Tonin, Alex Lambert, Yingyi Chen, Panagiotis Patrinos, Johan Suykens

Topics

Machine Learning > Core Methods > Representation Learning

Keywords

kernel principal component analysis empirical evaluation nyström method asymmetric kernel svd coupled covariance eigenproblem infinite-dimensional feature maps

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