Machine Learning and Knowledge Discovery in Databases
European Conference, ECML PKDD 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part I
Editors: Blockeel, H., Kersting, K., Nijssen, S., Zelezny, F. (Eds.)
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- About this book
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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)
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A Cascaded Supervised Learning Approach to Inverse Reinforcement Learning
Pages 1-16
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Learning from Demonstrations: Is It Worth Estimating a Reward Function?
Pages 17-32
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Recognition of Agents Based on Observation of Their Sequential Behavior
Pages 33-48
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Learning Throttle Valve Control Using Policy Search
Pages 49-64
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Model-Selection for Non-parametric Function Approximation in Continuous Control Problems: A Case Study in a Smart Energy System
Pages 65-80
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Table of contents (43 chapters)
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Bibliographic Information
- Bibliographic Information
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- 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 I
- Editors
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- Hendrik Blockeel
- Kristian Kersting
- Siegfried Nijssen
- Filip Zelezny
- Series Title
- Lecture Notes in Artificial Intelligence
- Series Volume
- 8188
- Copyright
- 2013
- Publisher
- Springer-Verlag Berlin Heidelberg
- Copyright Holder
- Springer-Verlag Berlin Heidelberg
- eBook ISBN
- 978-3-642-40988-2
- DOI
- 10.1007/978-3-642-40988-2
- Softcover ISBN
- 978-3-642-40987-5
- Edition Number
- 1
- Number of Pages
- LIV, 691
- Number of Illustrations
- 198 b/w illustrations
- Topics
