LEADER 05290nam 22007815 450 001 996465692903316 005 20200703161502.0 010 $a3-319-41706-1 024 7 $a10.1007/978-3-319-41706-6 035 $a(CKB)3710000000765258 035 $a(DE-He213)978-3-319-41706-6 035 $a(MiAaPQ)EBC6302322 035 $a(MiAaPQ)EBC5577521 035 $a(Au-PeEL)EBL5577521 035 $a(OCoLC)953415373 035 $a(PPN)194514978 035 $a(EXLCZ)993710000000765258 100 $a20160702d2016 u| 0 101 0 $aeng 135 $aurnn|008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aSolving Large Scale Learning Tasks. Challenges and Algorithms$b[electronic resource] $eEssays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday /$fedited by Stefan Michaelis, Nico Piatkowski, Marco Stolpe 205 $a1st ed. 2016. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2016. 215 $a1 online resource (XIV, 387 p. 73 illus.) 225 1 $aLecture Notes in Artificial Intelligence ;$v9580 311 $a3-319-41705-3 320 $aIncludes bibliographical references and index. 327 $aOnline Social Networks Event Detection -- Detecting Events in Online Social Networks: Definitions, Trends and Challenges -- Why do we need data privacy -- Sharing Data with Guaranteed Privacy -- Distributed Support Vector Machines -- Big Data Classification ? Aspects on Many Features -- Knowledge Discovery from Complex High Dimensional Data -- Local Pattern Detection in Attributed Graphs -- Advances in Exploratory Pattern Analytics on Ubiquitous Data and Social Media -- Understanding Human Mobility with Big Data -- On Event Detection from Spatial Time series for Urban Traffic Applications -- Compressible Reparametrization of Time-Variant Linear Dynamical Systems -- Detection of Local Intensity Changes in Grayscale Images with Robust Methods for Time-Series Analysis -- SCHEP ? A Geometric Quality Measure for Regression Rule Sets, Gauging Ranking Consistency Throughout the Real-Valued Target Space -- Bayesian Ordinal Aggregation of Peer Assessments: A Case Study on KDD 2015 -- Collaborative on line learning of an action model -- Ontology-based Classification ? Application of Machine Learning Concepts without Learning -- Deep Distant Supervision: Learning Statistical Relational Models for Weak Supervision in Natural Language Extraction -- Supervised Extraction of Usage Patterns in Different Document Representations -- Data-Driven Analyses of Electronic Text Books -- k-Morik: Mining Patterns to Classify Cartified Images of Katharina. 330 $aIn celebration of Prof. Morik's 60th birthday, this Festschrift covers research areas that Prof. Morik worked in and presents various researchers with whom she collaborated. The 23 refereed articles in this Festschrift volume provide challenges and solutions from theoreticians and practitioners on data preprocessing, modeling, learning, and evaluation. Topics include data-mining and machine-learning algorithms, feature selection and feature generation, optimization as well as efficiency of energy and communication. 410 0$aLecture Notes in Artificial Intelligence ;$v9580 606 $aArtificial intelligence 606 $aApplication software 606 $aComputer communication systems 606 $aAlgorithms 606 $aData mining 606 $aDatabase management 606 $aArtificial Intelligence$3https://scigraph.springernature.com/ontologies/product-market-codes/I21000 606 $aInformation Systems Applications (incl. Internet)$3https://scigraph.springernature.com/ontologies/product-market-codes/I18040 606 $aComputer Communication Networks$3https://scigraph.springernature.com/ontologies/product-market-codes/I13022 606 $aAlgorithm Analysis and Problem Complexity$3https://scigraph.springernature.com/ontologies/product-market-codes/I16021 606 $aData Mining and Knowledge Discovery$3https://scigraph.springernature.com/ontologies/product-market-codes/I18030 606 $aDatabase Management$3https://scigraph.springernature.com/ontologies/product-market-codes/I18024 615 0$aArtificial intelligence. 615 0$aApplication software. 615 0$aComputer communication systems. 615 0$aAlgorithms. 615 0$aData mining. 615 0$aDatabase management. 615 14$aArtificial Intelligence. 615 24$aInformation Systems Applications (incl. Internet). 615 24$aComputer Communication Networks. 615 24$aAlgorithm Analysis and Problem Complexity. 615 24$aData Mining and Knowledge Discovery. 615 24$aDatabase Management. 676 $a005.7565 702 $aMichaelis$b Stefan$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aPiatkowski$b Nico$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aStolpe$b Marco$4edt$4http://id.loc.gov/vocabulary/relators/edt 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a996465692903316 996 $aSolving Large Scale Learning Tasks. Challenges and Algorithms$92813079 997 $aUNISA