LEADER 05222nam 22007815 450 001 996465591703316 005 20200630023409.0 010 $a3-642-33460-1 024 7 $a10.1007/978-3-642-33460-3 035 $a(CKB)3400000000086227 035 $a(SSID)ssj0000767548 035 $a(PQKBManifestationID)11513404 035 $a(PQKBTitleCode)TC0000767548 035 $a(PQKBWorkID)10758150 035 $a(PQKB)10350038 035 $a(DE-He213)978-3-642-33460-3 035 $a(MiAaPQ)EBC3070471 035 $a(PPN)168324563 035 $a(EXLCZ)993400000000086227 100 $a20120908d2012 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt 182 $cc 183 $acr 200 10$aMachine Learning and Knowledge Discovery in Databases$b[electronic resource] $eEuropean Conference, ECML PKDD 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part I /$fedited by Peter A. Flach, Tijl De Bie, Nello Cristianini 205 $a1st ed. 2012. 210 1$aBerlin, Heidelberg :$cSpringer Berlin Heidelberg :$cImprint: Springer,$d2012. 215 $a1 online resource (XXVI, 879 p. 241 illus.) 225 1 $aLecture Notes in Artificial Intelligence ;$v7523 300 $aInternational conference proceedings. 311 $a3-642-33459-8 320 $aIncludes bibliographical references and author index. 327 $aAassociation rules and frequent patterns -- Bayesian learning and graphical models -- classification -- dimensionality reduction, feature selection and extraction -- distance-based methods and kernels -- ensemble methods -- graph and tree mining -- large-scale, distributed and parallel mining and learning -- multi-relational mining and learning -- multi-task learning -- natural language processing -- online learning and data streams. 330 $aThis two-volume set LNAI 7523 and LNAI 7524 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2012, held in Bristol, UK, in September 2012. The 105 revised research papers presented together with 5 invited talks were carefully reviewed and selected from 443 submissions. The final sections of the proceedings are devoted to Demo and Nectar papers. The Demo track includes 10 papers (from 19 submissions) and the Nectar track includes 4 papers (from 14 submissions). The papers grouped in topical sections on association rules and frequent patterns; Bayesian learning and graphical models; classification; dimensionality reduction, feature selection and extraction; distance-based methods and kernels; ensemble methods; graph and tree mining; large-scale, distributed and parallel mining and learning; multi-relational mining and learning; multi-task learning; natural language processing; online learning and data streams; privacy and security; rankings and recommendations; reinforcement learning and planning; rule mining and subgroup discovery; semi-supervised and transductive learning; sensor data; sequence and string mining; social network mining; spatial and geographical data mining; statistical methods and evaluation; time series and temporal data mining; and transfer learning. 410 0$aLecture Notes in Artificial Intelligence ;$v7523 606 $aData mining 606 $aArtificial intelligence 606 $aPattern recognition 606 $aComputer science?Mathematics 606 $aMathematical statistics 606 $aInformation storage and retrieval 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aPattern Recognition$3https://scigraph.springernature.com/ontologies/product-market-codes/I2203X 606 $aDiscrete Mathematics in Computer Science$3https://scigraph.springernature.com/ontologies/product-market-codes/I17028 606 $aProbability and Statistics in Computer Science$3https://scigraph.springernature.com/ontologies/product-market-codes/I17036 606 $aInformation Storage and Retrieval$3https://scigraph.springernature.com/ontologies/product-market-codes/I18032 615 0$aData mining. 615 0$aArtificial intelligence. 615 0$aPattern recognition. 615 0$aComputer science?Mathematics. 615 0$aMathematical statistics. 615 0$aInformation storage and retrieval. 615 14$aData Mining and Knowledge Discovery. 615 24$aArtificial Intelligence. 615 24$aPattern Recognition. 615 24$aDiscrete Mathematics in Computer Science. 615 24$aProbability and Statistics in Computer Science. 615 24$aInformation Storage and Retrieval. 676 $a006.312 702 $aFlach$b Peter A$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aDe Bie$b Tijl$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aCristianini$b Nello$4edt$4http://id.loc.gov/vocabulary/relators/edt 906 $aBOOK 912 $a996465591703316 996 $aMachine Learning and Knowledge Discovery in Databases$9773712 997 $aUNISA