LEADER 05409nam 22008175 450 001 996466041203316 005 20200703070729.0 010 $a3-642-40988-1 024 7 $a10.1007/978-3-642-40988-2 035 $a(CKB)3710000000015955 035 $a(SSID)ssj0000988201 035 $a(PQKBManifestationID)11584617 035 $a(PQKBTitleCode)TC0000988201 035 $a(PQKBWorkID)10949345 035 $a(PQKB)11748705 035 $a(DE-He213)978-3-642-40988-2 035 $a(MiAaPQ)EBC3093061 035 $a(PPN)172430283 035 $a(EXLCZ)993710000000015955 100 $a20130828d2013 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] $eEuropean Conference, ECML PKDD 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part I /$fedited by Hendrik Blockeel, Kristian Kersting, Siegfried Nijssen, Filip ?elezný 205 $a1st ed. 2013. 210 1$aBerlin, Heidelberg :$cSpringer Berlin Heidelberg :$cImprint: Springer,$d2013. 215 $a1 online resource (LIV, 691 p. 198 illus.) 225 1 $aLecture Notes in Artificial Intelligence ;$v8188 300 $aBibliographic Level Mode of Issuance: Monograph 311 $a3-642-40987-3 327 $aReinforcement learning -- Markov decision processes -- Active learning and optimization -- Learning from sequences -- Time series and spatio-temporal data -- Data streams -- Graphs and networks -- Social network analysis -- Natural language processing and information extraction -- Ranking and recommender systems -- Matrix and tensor analysis -- Structured output prediction, multi-label and multi-task learning -- Transfer learning -- Bayesian learning -- Graphical models -- Nearest-neighbor methods -- Ensembles -- Statistical learning -- Semi-supervised learning -- Unsupervised learning -- Subgroup discovery, outlier detection and anomaly detection -- Privacy and security -- Evaluation -- Applications -- Medical applications. 330 $aThis three-volume set LNAI 8188, 8189 and 8190 constitutes the refereed proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: ECML PKDD 2013, held in Prague, Czech Republic, in September 2013. The 111 revised research papers presented together with 5 invited talks were carefully reviewed and selected from 447 submissions. The papers are organized in topical sections on reinforcement learning; Markov decision processes; active learning and optimization; learning from sequences; time series and spatio-temporal data; data streams; graphs and networks; social network analysis; natural language processing and information extraction; ranking and recommender systems; matrix and tensor analysis; structured output prediction, multi-label and multi-task learning; transfer learning; bayesian learning; graphical models; nearest-neighbor methods; ensembles; statistical learning; semi-supervised learning; unsupervised learning; subgroup discovery, outlier detection and anomaly detection; privacy and security; evaluation; applications; medical applications; nectar track; demo track. 410 0$aLecture Notes in Artificial Intelligence ;$v8188 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 $a006.31 702 $aBlockeel$b Hendrik$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aKersting$b Kristian$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aNijssen$b Siegfried$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $a?elezný$b Filip$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996466041203316 996 $aMachine Learning and Knowledge Discovery in Databases$9773712 997 $aUNISA