Machine learning and knowledge discovery in databases :
General Material Designation
[Book]
Other Title Information
European Conference, ECML PKDD 2011, Athens, Greece, September 5-9, 2011, Proceedings.
First Statement of Responsibility
Dimitrios Gunopulos [and others] (editions.)
Volume Designation
Part II /
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (xxii, 681 pages) :
Other Physical Details
illustrations
SERIES
Series Title
Lecture notes in artificial intelligence ;
Series Title
Lecture notes in computer science
Series Title
LNCS sublibrary. SL 7, Artificial intelligence
Volume Designation
6912
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references and author index
SUMMARY OR ABSTRACT
Text of Note
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