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Probabilities of discrepancy between minima of cross-validation, Vapnik bounds and true risks Cover

Probabilities of discrepancy between minima of cross-validation, Vapnik bounds and true risks

International Journal of Applied Mathematics and Computer Science
Volume 20 (2010): Issue 3 (September 2010)
By: Przemysław Klęsk  
Open Access
|Sep 2010

Authors

Przemysław Klęsk

DOI: https://doi.org/10.2478/v10006-010-0039-x | Journal eISSN: 2083-8492 | Journal ISSN: 1641-876X
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Language: English
Page range: 525 - 544
Published on: Sep 27, 2010
Published by: University of Zielona Góra
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year
Keywords:
regression estimation,
model comparison,
complexity selection,
cross-validation,
generalization,
statistical learning theory,
generalization bounds,
structural risk minimization
Related subjects:
Mathematics,
Applied mathematics

© 2010 Przemysław Klęsk, published by University of Zielona Góra
This work is licensed under the Creative Commons License.

Volume 20 (2010): Issue 3 (September 2010)