Solving Large Scale Learning Tasks. Challenges and Algorithms (Record no. 53771)

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fixed length control field 04185nam a22006135i 4500
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control field 978-3-319-41706-6
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20200421111200.0
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fixed length control field 160702s2016 gw | s |||| 0|eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
ISBN 9783319417066
-- 978-3-319-41706-6
082 04 - CLASSIFICATION NUMBER
Call Number 006.3
245 10 - TITLE STATEMENT
Title Solving Large Scale Learning Tasks. Challenges and Algorithms
Sub Title Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday /
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Number of Pages XIV, 387 p. 73 illus.
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Series statement Lecture Notes in Computer Science,
505 0# - FORMATTED CONTENTS NOTE
Remark 2 Online 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.
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Summary, etc In 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.
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Author 2 Michaelis, Stefan.
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Author 2 Piatkowski, Nico.
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Author 2 Stolpe, Marco.
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier http://dx.doi.org/10.1007/978-3-319-41706-6
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Koha item type eBooks
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-- Springer International Publishing :
-- Imprint: Springer,
-- 2016.
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-- computer
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-- rdamedia
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-- online resource
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650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1
-- Computer science.
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-- Computer communication systems.
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-- Algorithms.
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-- Database management.
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-- Data mining.
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-- Artificial intelligence.
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-- Computer Science.
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1
-- Artificial Intelligence (incl. Robotics).
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-- Information Systems Applications (incl. Internet).
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1
-- Computer Communication Networks.
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-- Algorithm Analysis and Problem Complexity.
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-- Data Mining and Knowledge Discovery.
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-- Database Management.
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-- 0302-9743 ;
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