Machine Learning and Knowledge Discovery in Databases, Part II : European Conference, ECML PKDD 2010, Athens, Greece, September 5-9, 2011, Proceedings, Part II

Dimitrios Gunopulos

ISBN 10: 3642237827 / ISBN 13: 9783642237829

Editore: Springer, Springer Spektrum, 2011

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Druck auf Anfrage Neuware - Printed after ordering - This three-volume set LNAI 6911, LNAI 6912, and LNAI 6913 constitutes the refereed proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2011, held in Athens, Greece, in September 2011.The 121 revised full papers presented together with 10 invited talks and 11 demos in the three volumes, were carefully reviewed and selected from about 600 paper submissions. The papers address all areas related to machine learning and knowledge discovery in databases as well as other innovative application domains such as supervised and unsupervised learning with some innovative contributions in fundamental issues; dimensionality reduction, distance and similarity learning, model learning and matrix/tensor analysis; graph mining, graphical models, hidden markov models, kernel methods, active and ensemble learning, semi-supervised and transductive learning, mining sparse representations, model learning, inductive logic programming, and statistical learning. a significant part of the papers covers novel and timely applications of data mining and machine learning in industrial domains.

Codice articolo 9783642237829

Dati bibliografici

• Titolo: Machine Learning and Knowledge Discovery in Databases, Part II : European Conference, ECML PKDD 2010, Athens, Greece, September 5-9, 2011, Proceedings, Part II
• Editore: Springer, Springer Spektrum
• Data di pubblicazione: 2011
• Lingua: Inglese
• ISBN 10: 3642237827
• ISBN 13: 9783642237829
• Rilegatura: Taschenbuch
• Condizione: Neu
• Dimensioni: 235 L x 155 A x 38 P (millimetri) 235 millimetri di larghezza per 155 millimetri di altezza per 38 millimetri di profondità
• Peso: 1048 grammi

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Riassunto

This three-volume set LNAI 6911, LNAI 6912, and LNAI 6913 constitutes the refereed proceedings of the European conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2011, held in Athens, Greece, in September 2011.The 121 revised full papers presented together with 10 invited talks and 11 demos in the three volumes, were carefully reviewed and selected from about 600 paper submissions. The papers address all areas related to machine learning and knowledge discovery in databases as well as other innovative application domains such as supervised and unsupervised learning with some innovative contributions in fundamental issues; dimensionality reduction, distance and similarity learning, model learning and matrix/tensor analysis; graph mining, graphical models, hidden markov models, kernel methods, active and ensemble learning, semi-supervised and transductive learning, mining sparse representations, model learning, inductive logic programming, and statistical learning. a significant part of the papers covers novel and timely applications of data mining and machine learning in industrial domains.