00000cmm a22000004i 4500 UP-99796217611135053 Buklod 20140228112825.0 m go j cr |n |||auu|a 110818s2011 xx u | eng d 9783642238086 (eBook) 3642238084 (eBook) (iLib)UPD-00214604044 DLC DML eng DMLUC Q 325.5 E26 2011eb ECML PKDD (Conference) (2011 Athens, Greece) Machine learning and knowledge discovery in databases [electronic resource] European Conference, ECML PKDD 2011, Athens, Greece, September 5-9, 2011, Proceedings, Part III Dimitrios Gunopulos, Thomas Hofmann, Donato Malerba, Michalis Vazirgiannis, (eds.). Berlin Heidelberg Springer 2011. 1 online resource (xxii, 663 p.) Lecture Notes in Computer Science 0302-9743 6913 IP-based subscription, access limited to within on-campus computer network. Access via Electronic Resources of the UPD University Library Website. 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. Electronic reproduction. New York SpringerLink c2011. Available via World Wide Web through SpringerLink. Machine learning Congresses. Data mining Congresses. Databases Congresses. Electronic books. Gunopulos, Dimitrios. Hofmann, Thomas. Malerba, Donato. Vazirgiannis, Michalis. SpringerLink (Online service). Lecture Notes in Computer Science 0302-9743 6913 Available for University of the Philippines Diliman via SpringerLink. Click here to access http://dx.doi.org/10.1007/978-3-642-23808-6 (viewed 28 August 2014) FO Monograph UPD DMLR Electronic Resource