Distributed kernel gradient descent algorithm for minimum error entropy principle

Advances in Neural Information Processing Systems 28

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Life Sciences, Computer Science, Neuroscience +12

On Early Stopping in Gradient Descent Learning

Yuan Yao, Lorenzo Rosasco, Andrea Caponnetto · Constructive Approximation · 2007 · 999 citations

Computing, Computer Science, Mathematics +14

Optimal Rates for the Regularized Least-Squares Algorithm

Andrea Caponnetto, Ernesto De Vito · Foundations of Computational Mathematics · 2006 · 578 citations · Full text

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Optimum Bounds for the Distributions of Martingales in Banach Spaces

Iosif Pinelis · The Annals of Probability · 1994 · 374 citations · Full text

Natural Sciences, Mathematics, Financial Economics +11

Divide and Conquer Kernel Ridge Regression: A Distributed Algorithm with Minimax Optimal Rates

Yuchen Zhang, John C. Duchi, Martin J. Wainwright · arXiv (Cornell University) · 2013 · 301 citations · Full text

Computing, Computer Science, Algorithms +15