Lecture Notes in Artificial Intelligence

Partially Supervised Learning

Second IAPR International Workshop, PSL 2013, Nanjing, China, May 13-14, 2013, Revised Selected Papers

Editors: Zhou, Zhi-Hua, Schwenker, Friedhelm (Eds.)

  • Proceedings of the International Workshop on Partially Supervised Learning, PSL 2013

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About this book

This book constitutes the thoroughly refereed revised selected papers from the Second IAPR International Workshop, PSL 2013, held in Nanjing, China, in May 2013. The 10 papers included in this volume were carefully reviewed and selected from 26 submissions. Partially supervised learning is a rapidly evolving area of machine learning. It generalizes many kinds of learning paradigms including supervised and unsupervised learning, semi-supervised learning for classification and regression, transductive learning, semi-supervised clustering, multi-instance learning, weak label learning, policy learning in partially observable environments, etc.

Table of contents (10 chapters)

  • Partially Supervised Anomaly Detection Using Convex Hulls on a 2D Parameter Space

    Costa, Gabriel B. P. (et al.)

    Pages 1-8

  • Self-Practice Imitation Learning from Weak Policy

    Da, Qing (et al.)

    Pages 9-20

  • Semi-Supervised Dictionary Learning of Sparse Representations for Emotion Recognition

    Kächele, Markus (et al.)

    Pages 21-35

  • Adaptive Graph Constrained NMF for Semi-Supervised Learning

    Li, Qian (et al.)

    Pages 36-48

  • Kernel Parameter Optimization in Stretched Kernel-Based Fuzzy Clustering

    Lu, Chunhong (et al.)

    Pages 49-57

Buy this book

eBook $54.99
price for USA (gross)
  • ISBN 978-3-642-40705-5
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $72.00
price for USA
  • ISBN 978-3-642-40704-8
  • 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
Second IAPR International Workshop, PSL 2013, Nanjing, China, May 13-14, 2013, Revised Selected Papers
Editors
  • Zhi-Hua Zhou
  • Friedhelm Schwenker
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
8183
Copyright
2013
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-40705-5
DOI
10.1007/978-3-642-40705-5
Softcover ISBN
978-3-642-40704-8
Edition Number
1
Number of Pages
IX, 117
Number of Illustrations and Tables
34 b/w illustrations
Topics