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» Online Learning with Kernels

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NIPS
2003

211views Information Technology» more NIPS 2003»

Dynamical Modeling with Kernels for Nonlinear Time Series Prediction

14 years 11 months ago

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We consider the question of predicting nonlinear time series. Kernel Dynamical Modeling (KDM), a new method based on kernels, is proposed as an extension to linear dynamical model...

Liva Ralaivola, Florence d'Alché-Buc

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CVPR
2008
IEEE

223views Computer Vision» more CVPR 2008»

Fast kernel learning for spatial pyramid matching

15 years 4 months ago

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Spatial pyramid matching (SPM) is a simple yet effective approach to compute similarity between images. Similarity kernels at different regions and scales are usually fused by som...

Junfeng He, Shih-Fu Chang, Lexing Xie

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112

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NIPS
2004

199views Information Technology» more NIPS 2004»

Computing regularization paths for learning multiple kernels

14 years 11 months ago

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The problem of learning a sparse conic combination of kernel functions or kernel matrices for classification or regression can be achieved via the regularization by a block 1-norm...

Francis R. Bach, Romain Thibaux, Michael I. Jordan

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ICML
2008
IEEE

113views Machine Learning» more ICML 2008»

Rank minimization via online learning

15 years 10 months ago

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Raghu Meka, Prateek Jain, Constantine Caramanis, I...

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