Lecture Notes in Artificial Intelligence

Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part II

Editors: Blockeel, H., Kersting, K., Nijssen, S., Zelezny, F. (Eds.)

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About this book

This three-volume set LNAI 8188, 8189 and 8190 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2013, held in Prague, Czech Republic, in September 2013. The 111 revised research papers presented together with 5 invited talks were carefully reviewed and selected from 447 submissions. The papers are organized in topical sections on reinforcement learning; Markov decision processes; active learning and optimization; learning from sequences; time series and spatio-temporal data; data streams; graphs and networks; social network analysis; natural language processing and information extraction; ranking and recommender systems; matrix and tensor analysis; structured output prediction, multi-label and multi-task learning; transfer learning; bayesian learning; graphical models; nearest-neighbor methods; ensembles; statistical learning; semi-supervised learning; unsupervised learning; subgroup discovery, outlier detection and anomaly detection; privacy and security; evaluation; applications; and medical applications.

Table of contents (43 chapters)

Table of contents (43 chapters)
  • Incremental Local Evolutionary Outlier Detection for Dynamic Social Networks

    Pages 1-15

    Ji, Tengfei (et al.)

  • How Long Will She Call Me? Distribution, Social Theory and Duration Prediction

    Pages 16-31

    Dong, Yuxiao (et al.)

  • Discovering Nested Communities

    Pages 32-47

    Tatti, Nikolaj (et al.)

  • CSI: Community-Level Social Influence Analysis

    Pages 48-63

    Mehmood, Yasir (et al.)

  • Supervised Learning of Syntactic Contexts for Uncovering Definitions and Extracting Hypernym Relations in Text Databases

    Pages 64-79

    Boella, Guido (et al.)

Buy this book

eBook $99.00
price for USA in USD
  • ISBN 978-3-642-40991-2
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $131.00
price for USA in USD
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Bibliographic Information

Bibliographic Information
Book Title
Machine Learning and Knowledge Discovery in Databases
Book Subtitle
European Conference, ECML PKDD 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part II
Editors
  • Hendrik Blockeel
  • Kristian Kersting
  • Siegfried Nijssen
  • Filip Zelezny
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
8189
Copyright
2013
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-40991-2
DOI
10.1007/978-3-642-40991-2
Softcover ISBN
978-3-642-40990-5
Edition Number
1
Number of Pages
XLIV, 693
Number of Illustrations
160 b/w illustrations
Topics