Lecture Notes in Artificial Intelligence

Solving Large Scale Learning Tasks. Challenges and Algorithms

Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday

Editors: Michaelis, Stefan, Piatkowski, Nico, Stolpe, Marco (Eds.)

  • Contains refereed papers dedicated to Katharina Morik and to her work
  • Collects a number of papers by Prof. Morik's friends and collaborators over the years presenting a broad range of topics reflecting her versatility
  • Adresses a large diversity of topics starting with natural language processing; machine learning, ranging from inductive logic programming to statistical learning; analysis of very large data collections; high-dimensional data; and resource awareness. Latest results include spatio-temporal random fields and integer Markov random fields, both allowing for complex probabilistic graphical models under resource constraints.
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eBook $64.99
price for USA (gross)
  • ISBN 978-3-319-41706-6
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $82.00
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  • ISBN 978-3-319-41705-9
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About this book

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.

Table of contents (21 chapters)

  • Online Social Networks Event Detection: A Survey

    Cordeiro, Mário (et al.)

    Pages 1-41

  • Detecting Events in Online Social Networks: Definitions, Trends and Challenges

    Panagiotou, Nikolaos (et al.)

    Pages 42-84

  • Why Do We Need Data Privacy?

    Klingspor, Volker

    Pages 85-95

  • Sharing Data with Guaranteed Privacy

    Siebes, Arno

    Pages 96-108

  • Distributed Support Vector Machines: An Overview

    Stolpe, Marco (et al.)

    Pages 109-138

Buy this book

eBook $64.99
price for USA (gross)
  • ISBN 978-3-319-41706-6
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Softcover $82.00
price for USA
  • ISBN 978-3-319-41705-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Solving Large Scale Learning Tasks. Challenges and Algorithms
Book Subtitle
Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday
Editors
  • Stefan Michaelis
  • Nico Piatkowski
  • Marco Stolpe
Series Title
Lecture Notes in Artificial Intelligence
Series Volume
9580
Copyright
2016
Publisher
Springer International Publishing
Copyright Holder
Springer International Publishing Switzerland
eBook ISBN
978-3-319-41706-6
DOI
10.1007/978-3-319-41706-6
Softcover ISBN
978-3-319-41705-9
Edition Number
1
Number of Pages
XIV, 387
Number of Illustrations and Tables
73 b/w illustrations
Topics