Machine Learning and Knowledge Discovery in Databases European Conference, ECML PKDD 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part III / edited by Hendrik Blockeel, Kristian Kersting, Siegfried Nijssen, Filip Železný.

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 invite...

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Bibliographic Details
Corporate Author: SpringerLink (Online service)
Other Authors: Blockeel, Hendrik (Editor), Kersting, Kristian (Editor), Nijssen, Siegfried (Editor), Železný, Filip (Editor)
Format: eBook
Language:English
Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2013.
Edition:1st ed. 2013.
Series:Lecture Notes in Artificial Intelligence ; 8190
Springer eBook Collection.
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Online Access:Click to view e-book
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Electronic access restricted to members of the Holy Cross Community.
Table of Contents:
  • 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
  • Medical applications.