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020 _a9783319417066
_9978-3-319-41706-6
024 7 _a10.1007/978-3-319-41706-6
_2doi
050 4 _aQ334-342
050 4 _aTJ210.2-211.495
072 7 _aUYQ
_2bicssc
072 7 _aTJFM1
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072 7 _aCOM004000
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082 0 4 _a006.3
_223
245 1 0 _aSolving Large Scale Learning Tasks. Challenges and Algorithms
_h[electronic resource] :
_bEssays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday /
_cedited by Stefan Michaelis, Nico Piatkowski, Marco Stolpe.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2016.
300 _aXIV, 387 p. 73 illus.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aLecture Notes in Computer Science,
_x0302-9743 ;
_v9580
505 0 _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.
520 _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.
650 0 _aComputer science.
650 0 _aComputer communication systems.
650 0 _aAlgorithms.
650 0 _aDatabase management.
650 0 _aData mining.
650 0 _aArtificial intelligence.
650 1 4 _aComputer Science.
650 2 4 _aArtificial Intelligence (incl. Robotics).
650 2 4 _aInformation Systems Applications (incl. Internet).
650 2 4 _aComputer Communication Networks.
650 2 4 _aAlgorithm Analysis and Problem Complexity.
650 2 4 _aData Mining and Knowledge Discovery.
650 2 4 _aDatabase Management.
700 1 _aMichaelis, Stefan.
_eeditor.
700 1 _aPiatkowski, Nico.
_eeditor.
700 1 _aStolpe, Marco.
_eeditor.
710 2 _aSpringerLink (Online service)
773 0 _tSpringer eBooks
776 0 8 _iPrinted edition:
_z9783319417059
830 0 _aLecture Notes in Computer Science,
_x0302-9743 ;
_v9580
856 4 0 _uhttp://dx.doi.org/10.1007/978-3-319-41706-6
912 _aZDB-2-SCS
912 _aZDB-2-LNC
942 _cEBK
999 _c53771
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