05385nam 22008175 450 991048342720332120200703070729.03-642-40988-110.1007/978-3-642-40988-2(CKB)3710000000015955(SSID)ssj0000988201(PQKBManifestationID)11584617(PQKBTitleCode)TC0000988201(PQKBWorkID)10949345(PQKB)11748705(DE-He213)978-3-642-40988-2(MiAaPQ)EBC3093061(PPN)172430283(EXLCZ)99371000000001595520130828d2013 u| 0engurnn#008mamaatxtccrMachine Learning and Knowledge Discovery in Databases European Conference, ECML PKDD 2013, Prague, Czech Republic, September 23-27, 2013, Proceedings, Part I /edited by Hendrik Blockeel, Kristian Kersting, Siegfried Nijssen, Filip Železný1st ed. 2013.Berlin, Heidelberg :Springer Berlin Heidelberg :Imprint: Springer,2013.1 online resource (LIV, 691 p. 198 illus.)Lecture Notes in Artificial Intelligence ;8188Bibliographic Level Mode of Issuance: Monograph3-642-40987-3 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.This 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.Lecture Notes in Artificial Intelligence ;8188Data miningArtificial intelligencePattern recognitionComputer science—MathematicsMathematical statisticsInformation storage and retrievalData Mining and Knowledge Discoveryhttps://scigraph.springernature.com/ontologies/product-market-codes/I18030Artificial Intelligencehttps://scigraph.springernature.com/ontologies/product-market-codes/I21000Pattern Recognitionhttps://scigraph.springernature.com/ontologies/product-market-codes/I2203XDiscrete Mathematics in Computer Sciencehttps://scigraph.springernature.com/ontologies/product-market-codes/I17028Probability and Statistics in Computer Sciencehttps://scigraph.springernature.com/ontologies/product-market-codes/I17036Information Storage and Retrievalhttps://scigraph.springernature.com/ontologies/product-market-codes/I18032Data mining.Artificial intelligence.Pattern recognition.Computer science—Mathematics.Mathematical statistics.Information storage and retrieval.Data Mining and Knowledge Discovery.Artificial Intelligence.Pattern Recognition.Discrete Mathematics in Computer Science.Probability and Statistics in Computer Science.Information Storage and Retrieval.006.31Blockeel Hendrikedthttp://id.loc.gov/vocabulary/relators/edtKersting Kristianedthttp://id.loc.gov/vocabulary/relators/edtNijssen Siegfriededthttp://id.loc.gov/vocabulary/relators/edtŽelezný Filipedthttp://id.loc.gov/vocabulary/relators/edtMiAaPQMiAaPQMiAaPQBOOK9910483427203321Machine Learning and Knowledge Discovery in Databases3568347UNINA