Machine Learning and Knowledge Discovery in Databases
European Conference, ECML PKDD 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part III
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 (55 chapters)
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AR-Boost: Reducing Overfitting by a Robust Data-Driven Regularization Strategy
Pages 1-16
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Parallel Boosting with Momentum
Pages 17-32
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Inner Ensembles: Using Ensemble Methods Inside the Learning Algorithm
Pages 33-48
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Learning Discriminative Sufficient Statistics Score Space for Classification
Pages 49-64
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The Stochastic Gradient Descent for the Primal L1-SVM Optimization Revisited
Pages 65-80
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Table of contents (55 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 III
- Editors
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- Hendrik Blockeel
- Kristian Kersting
- Siegfried Nijssen
- Filip Zelezny
- Series Title
- Lecture Notes in Artificial Intelligence
- Series Volume
- 8190
- Copyright
- 2013
- Publisher
- Springer-Verlag Berlin Heidelberg
- Copyright Holder
- Springer-Verlag Berlin Heidelberg
- eBook ISBN
- 978-3-642-40994-3
- DOI
- 10.1007/978-3-642-40994-3
- Softcover ISBN
- 978-3-642-40993-6
- Edition Number
- 1
- Number of Pages
- XLVI, 691
- Number of Illustrations
- 190 b/w illustrations
- Topics
