Advances in Kernel Methods: Support Vector Learning (The MIT Press)

Scholkopf, Bernhard

ISBN 10: 0262194163 / ISBN 13: 9780262194167

Verlag: MIT Press, 1999

Beschreibung

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Bestandsnummer des Verkäufers mon0000447680

Bibliografische Details

• Titel: Advances in Kernel Methods: Support Vector Learning (The MIT Press)
• Verlag: MIT Press
• Erscheinungsjahr: 1999
• Sprache: Englisch
• ISBN-10: 0262194163
• ISBN-13: 9780262194167
• Einband: hardcover
• Zustand: Very Good

Über diesen Titel

Inhaltsangabe

The Support Vector Machine is a powerful new learning algorithm for solving a variety of learning and function estimation problems, such as pattern recognition, regression estimation, and operator inversion. The impetus for this collection was a workshop on Support Vector Machines held at the 1997 NIPS conference. The contributors, both university researchers and engineers developing applications for the corporate world, form a Who's Who of this exciting new area.

Contributors: Peter Bartlett, Kristin P. Bennett, Christopher J. C. Burges, Nello Cristianini, Alex Gammerman, Federico Girosi, Simon Haykin, Thorsten Joachims, Linda Kaufman, Jens Kohlmorgen, Ulrich Kressel, Davide Mattera, Klaus-Robert Muller, Manfred Opper, Edgar E. Osuna, John C. Platt, Gunnar Ratsch, Bernhard Scholkopf, John Shawe-Taylor, Alexander J. Smola, Mark O. Stitson, Vladimir Vapnik, Volodya Vovk, Grace Wahba, Chris Watkins, Jason Weston, Robert C. Williamson.

Über die Autorinnen und Autoren

Bernhard Schölkopf is Director at the Max Planck Institute for Intelligent Systems in Tübingen, Germany. He is coauthor of Learning with Kernels (2002) and is a coeditor of Advances in Kernel Methods: Support Vector Learning (1998), Advances in Large-Margin Classifiers (2000), and Kernel Methods in Computational Biology (2004), all published by the MIT Press.

Alexander J. Smola is Senior Principal Researcher and Machine Learning Program Leader at National ICT Australia/Australian National University, Canberra.