Machine Learning and Knowledge Discovery in Databases
European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014. Proceedings, Part I
Series: Lecture Notes in Computer Science; 8724;
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Product details:
- Edition number 2014
- Publisher Springer Berlin Heidelberg
- Date of Publication 12 September 2014
- Number of Volumes 1 pieces, Book
- ISBN 9783662448472
- Binding Paperback
- No. of pages709 pages
- Size 235x155 mm
- Weight 11227 g
- Language English
- Illustrations XLIV, 709 p. 183 illus. Illustrations, black & white 0
Categories
Long description:
This three-volume set LNAI 8724, 8725 and 8726 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2014, held in Nancy, France, in September 2014. The 115 revised research papers presented together with 13 demo track papers, 10 nectar track papers, 8 PhD track papers, and 9 invited talks were carefully reviewed and selected from 550 submissions. The papers cover the latest high-quality interdisciplinary research results in all areas related to machine learning and knowledge discovery in databases.
MoreTable of Contents:
Dynamic networks and knowledge discovery.- Interactions between data mining and natural language processing.- Mining ubiquitous and social environments.- Statistically sound data mining.- Machine learning for urban sensor data.- Multi-target prediction.- Representation learning.- Neural connectomics: from imaging to connectivity.- Data analytics for renewable energy integration.- Linked data for knowledge discovery.- New frontiers in mining complex patterns.- Experimental economics and machine learning.- Learning with multiple views: applications to computer vision and multimedia mining.- Generalization and reuse of machine learning models over multiple contexts.- Predictive web analytics.
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