By Satoshi Hara, Takashi Washio (auth.), Dimitrios Gunopulos, Thomas Hofmann, Donato Malerba, Michalis Vazirgiannis (eds.)
This three-volume set LNAI 6911, LNAI 6912, and LNAI 6913 constitutes the refereed complaints of the ecu convention on laptop studying and data Discovery in Databases: ECML PKDD 2011, held in Athens, Greece, in September 2011. The 121 revised complete papers provided including 10 invited talks and eleven demos within the 3 volumes, have been rigorously reviewed and chosen from approximately six hundred paper submissions. The papers deal with all components on the topic of computing device studying and data discovery in databases in addition to different cutting edge software domain names reminiscent of supervised and unsupervised studying with a few cutting edge contributions in primary concerns; dimensionality aid, distance and similarity studying, version studying and matrix/tensor research; graph mining, graphical versions, hidden markov versions, kernel tools, energetic and ensemble studying, semi-supervised and transductive studying, mining sparse representations, version studying, inductive common sense programming, and statistical studying. an important a part of the papers covers novel and well timed purposes of information mining and computer studying in business domains.