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Machine Learning and Knowledge Discovery in Databases

European Conference, ECML PKDD 2014, Nancy, France, September 15-19,2014 - Proceedings, Part II, Lecture Notes in Computer Science 8725 - Lecture Notes in Artificial Intelligence

Erschienen am 22.09.2014, 1. Auflage 2014
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Bibliografische Daten
ISBN/EAN: 9783662448502
Sprache: Englisch
Umfang: xxxiv, 715 S., 200 s/w Illustr., 715 p. 200 illus.
Format (T/L/B): 4 x 23.5 x 15.5 cm
Einband: kartoniertes Buch

Beschreibung

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.

Autorenportrait

InhaltsangabeDynamic 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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