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Kernel Methods

2007
During the past decade, a major revolution has taken place in pattern-recognition technology with the introduction of rigorous and powerful mathematical approaches in problem domains previously treated with heuristic and less efficient techniques.
Cristianini, N.   +2 more
openaire   +1 more source

Geometry and learning curves of kernel methods with polynomial kernels

Systems and Computers in Japan, 2004
AbstractThe properties of learning machines with polynomial kernel classifiers, such as support vector machines or kernel perceptrons, are examined. We first derive the number of effective examples which are related to generalization error. Next, we analyze the average prediction errors of several algorithms and show these errors do not depend on the ...
openaire   +1 more source

A kernel method for multi-labelled classification

Neural Information Processing Systems, 2001
A. Elisseeff, J. Weston
semanticscholar   +1 more source

Kernel methods

2021
Yuwen Tan, Xiang, Xiang E.
openaire   +1 more source

Numerical investigations for systems of second-order periodic boundary value problems using reproducing kernel method

Applied Mathematics and Computation, 2016
M. Al‐Smadi   +3 more
semanticscholar   +1 more source

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