Coverart for item
The Resource Metalearning : applications to data mining, Pavel Brazdil [and others]

Metalearning : applications to data mining, Pavel Brazdil [and others]

Label
Metalearning : applications to data mining
Title
Metalearning
Title remainder
applications to data mining
Statement of responsibility
Pavel Brazdil [and others]
Contributor
Subject
Language
eng
Summary
Metalearning is the study of principled methods that exploit metaknowledge to obtain efficient models and solutions by adapting machine learning and data mining processes. While the variety of machine learning and data mining techniques now available can, in principle, provide good model solutions, a methodology is still needed to guide the search for the most appropriate model in an efficient way. Metalearning provides one such methodology that allows systems to become more effective through experience. This book discusses several approaches to obtaining knowledge concerning the performance of machine learning and data mining algorithms. It shows how this knowledge can be reused to select, combine, compose and adapt both algorithms and models to yield faster, more effective solutions to data mining problems. It can thus help developers improve their algorithms and also develop learning systems that can improve themselves. The book will be of interest to researchers and graduate students in the areas of machine learning, data mining and artificial intelligence
Member of
Cataloging source
GW5XE
Dewey number
006.31
Illustrations
illustrations
Index
index present
Language note
English
LC call number
Q325.5
LC item number
.M48 2009eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1945-
http://library.link/vocab/relatedWorkOrContributorName
Brazdil, Pavel B.
Series statement
Cognitive Technologies,
http://library.link/vocab/subjectName
  • Machine learning
  • Data mining
  • Data mining
  • Machine learning
  • Informatique
  • Data mining
  • Machine learning
Label
Metalearning : applications to data mining, Pavel Brazdil [and others]
Instantiates
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Metalearning -- Concepts and Architectures -- Metalearning for Algorithm Recommendation -- Advanced Issues on Metalearning for Algorithm Recommendation -- Combining Base Learners -- Extending Metalearning to Data Mining and KDD -- Adaptive Learning -- Transfer of (Meta)knowledge Across Tasks -- Composition of Systems and Applications -- Lessons Learned and Future Work
Control code
310353082
Dimensions
unknown
Extent
1 online resource (x, 176 pages)
Form of item
online
Isbn
9783540732631
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-540-73263-1
Other physical details
illustrations
http://library.link/vocab/ext/overdrive/overdriveId
978-3-540-73262-4
Specific material designation
remote
System control number
(OCoLC)310353082
Label
Metalearning : applications to data mining, Pavel Brazdil [and others]
Publication
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Metalearning -- Concepts and Architectures -- Metalearning for Algorithm Recommendation -- Advanced Issues on Metalearning for Algorithm Recommendation -- Combining Base Learners -- Extending Metalearning to Data Mining and KDD -- Adaptive Learning -- Transfer of (Meta)knowledge Across Tasks -- Composition of Systems and Applications -- Lessons Learned and Future Work
Control code
310353082
Dimensions
unknown
Extent
1 online resource (x, 176 pages)
Form of item
online
Isbn
9783540732631
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-3-540-73263-1
Other physical details
illustrations
http://library.link/vocab/ext/overdrive/overdriveId
978-3-540-73262-4
Specific material designation
remote
System control number
(OCoLC)310353082

Library Locations

    • Ellis LibraryBorrow it
      1020 Lowry Street, Columbia, MO, 65201, US
      38.944491 -92.326012
    • Engineering Library & Technology CommonsBorrow it
      W2001 Lafferre Hall, Columbia, MO, 65211, US
      38.946102 -92.330125
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