Machine learning and knowledge discovery in databases : European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014 : proceedings

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書誌事項

Machine learning and knowledge discovery in databases : European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014 : proceedings

Toon Calders ... [et al.] (eds.)

（Lecture notes in computer science, 8724-8726 . Lecture notes in artificial intelligence）

Springer, c2014

  • pt. 1 : [pbk.]
  • pt. 2 : [pbk.]
  • pt. 3 : [pbk.]

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注記

"ECML PKDD 2014"--Spine

"LNCS sublibrary: SL 7 - artificial intelligence"--T.p. verso

Includes bibliographical references and index

内容説明・目次

内容説明

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.

目次

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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