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Consistency and Robustness of Kernel Based Regression

, и . Los Alamos National Laboratory Technical Report LA-UR 04-8797, (2004)

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Andreas Christmann

Andreas Christmann

Andreas Christmann

Claus Christmann

Alfred Christmann

 

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Regression depth and support vector machine.. Data Depth: Robust Multivariate Analysis, Computational Geometry and Applications, том 72 из DIMACS Series in Discrete Mathematics and Theoretical Computer Science, стр. 71-85. DIMACS/AMS, (2003)Sparsity of SVMs that use the epsilon-insensitive loss., и . NIPS, стр. 1569-1576. Curran Associates, Inc., (2008)Measuring overlap in binary regression, и . Computational Statistics & Data Analysis, 37 (1): 65--75 (28.07.2001)Total Stability of SVMs and Localized SVMs., и . CoRR, (2021)KIT200x - Eine Expertenumfrage über die Zukunft der Kommunikations- und Informationstechnik jenseits der Jahrtausendwende., и . GI-Fachtagung über Rechenzentren, стр. 1-26. Hüthig Verlag, (1997)Support Vector Machines, и . Springer Publishing Company, Incorporated, 1st издание, (2008)Universal Kernels on Non-Standard Input Spaces., и . NIPS, стр. 406-414. Curran Associates, Inc., (2010)Bootstrap SGD: Algorithmic Stability and Robustness., и . CoRR, (2024)Total stability of kernel methods., , и . Neurocomputing, (2018)Fast Learning from Non-i.i.d. Observations., и . NIPS, стр. 1768-1776. Curran Associates, Inc., (2009)