IEEE - Institute of Electrical and Electronics Engineers, Inc. - Using Unsupervised Analysis to Constrain Generalization Bounds for Support Vector Classifiers

Author(s): S. Decherchi ; S. Ridella ; R. Zunino ; P. Gastaldo ; D. Anguita
Sponsor(s): IEEE Computational Intelligence Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 March 2010
Volume: 21
Page Count: 15
Page(s): 424 - 438
ISSN (Paper): 1045-9227
ISSN (Online): 1941-0093
DOI: 10.1109/TNN.2009.2038695
Regular:

A crucial issue in designing learning machines is to select the correct model parameters. When the number of available samples is small, theoretical sample-based generalization bounds can prove... View More

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