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Lecture Notes in Artificial Intelligence

Partially Supervised Learning

First IAPR TC3 Workshop, PSL 2011, Ulm, Germany, September 15-16, 2011, Revised Selected Papers

Editors: Schwenker, Friedhelm, Trentin, Edmondo (Eds.)

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eBook $54.99
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  • ISBN 978-3-642-28258-4
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Softcover $69.99
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  • ISBN 978-3-642-28257-7
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About this book

This book constitutes thoroughly refereed revised selected papers from the First IAPR TC3 Workshop on Partially Supervised Learning, PSL 2011, held in Ulm, Germany, in September 2011. The 14 papers presented in this volume were carefully reviewed and selected for inclusion in the book, which also includes 3 invited talks. PSL 2011 dealt with methodological issues as well as real-world applications of PSL. The main methodological issues were: combination of supervised and unsupervised learning; diffusion learning; semi-supervised classification, regression, and clustering; learning with deep architectures; active learning; PSL with vague, fuzzy, or uncertain teaching signals; learning, or statistical pattern recognition; and PSL in cognitive systems. Applications of PSL included: image and signal processing; multi-modal information processing; sensor/information fusion; human computer interaction; data mining and Web mining; forensic anthropology; and bioinformatics.

Table of contents (17 chapters)

  • Unlabeled Data and Multiple Views

    Zhou, Zhi-Hua

    Pages 1-7

  • Online Semi-supervised Ensemble Updates for fMRI Data

    Plumpton, Catrin O.

    Pages 8-18

  • Studying Self- and Active-Training Methods for Multi-feature Set Emotion Recognition

    Esparza, José (et al.)

    Pages 19-31

  • Semi-supervised Linear Discriminant Analysis Using Moment Constraints

    Loog, Marco

    Pages 32-41

  • Manifold-Regularized Minimax Probability Machine

    Yoshiyama, Kazuki (et al.)

    Pages 42-51

Buy this book

eBook $54.99
price for USA in USD (gross)
  • ISBN 978-3-642-28258-4
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $69.99
price for USA in USD
  • ISBN 978-3-642-28257-7
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Partially Supervised Learning
Book Subtitle
First IAPR TC3 Workshop, PSL 2011, Ulm, Germany, September 15-16, 2011, Revised Selected Papers
Editors
  • Friedhelm Schwenker
  • Edmondo Trentin
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
7081
Copyright
2012
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag GmbH Berlin Heidelberg
eBook ISBN
978-3-642-28258-4
DOI
10.1007/978-3-642-28258-4
Softcover ISBN
978-3-642-28257-7
Edition Number
1
Number of Pages
X, 159
Topics