The Resource Neural network design and the complexity of learning, J. Stephen Judd

Neural network design and the complexity of learning, J. Stephen Judd

Label
Neural network design and the complexity of learning
Title
Neural network design and the complexity of learning
Statement of responsibility
J. Stephen Judd
Creator
Contributor
Author
Distributor
Publisher
Subject
Genre
Language
eng
Summary
Using the tools of complexity theory, Stephen Judd develops a formal description of associative learning in connectionist networks. He rigorously exposes the computational difficulties in training neural networks and explores how certain design principles will or will not make the problems easier.Judd looks beyond the scope of any one particular learning rule, at a level above the details of neurons. There he finds new issues that arise when great numbers of neurons are employed and he offers fresh insights into design principles that could guide the construction of artificial and biological neural networks.The first part of the book describes the motivations and goals of the study and relates them to current scientific theory. It provides an overview of the major ideas, formulates the general learning problem with an eye to the computational complexity of the task, reviews current theory on learning, relates the book's model of learning to other models outside the connectionist paradigm, and sets out to examine scale-up issues in connectionist learning.Later chapters prove the intractability of the general case of memorizing in networks, elaborate on implications of this intractability and point out several corollaries applying to various special subcases. Judd refines the distinctive characteristics of the difficulties with families of shallow networks, addresses concerns about the ability of neural networks to generalize, and summarizes the results, implications, and possible extensions of the work.J. Stephen Judd is Visiting Assistant Professor of Computer Science at The California Institute of Technology. Neural Network Design and the Complexity of Learning is included in the Network Modeling and Connectionism series edited by Jeffrey Elman
Member of
Additional physical form
Also available in print.
Cataloging source
CaBNVSL
http://library.link/vocab/creatorName
Judd, J. Stephen
Dewey number
006.3
Illustrations
illustrations
Index
index present
LC call number
QA76.5
LC item number
.J83 1990eb
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • IEEE Xplore (Online Service)
  • MIT Press
  • NetLibrary, Inc
Series statement
Neural network modeling and connectionism
http://library.link/vocab/subjectName
  • Artificial intelligence
  • Computational complexity
  • Neural computers
Label
Neural network design and the complexity of learning, J. Stephen Judd
Link
http://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=6267404
Instantiates
Publication
Distribution
Note
"A Bradford book."
Bibliography note
Includes bibliographical references (p. [137]-143) and index
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Dimensions
unknown
Extent
1 PDF (150 pages)
Form of item
online
Governing access note
Restricted to subscribers or individual electronic text purchasers
Isbn
9780262276559
Media category
electronic
Media MARC source
isbdmedia
Other physical details
illustrations.
Specific material designation
remote
System control number
  • (CaBNVSL)mat06267404
  • (IDAMS)0b000064818b43f0
  • (IEEE)6267404
System details
Mode of access: World Wide Web
Label
Neural network design and the complexity of learning, J. Stephen Judd
Link
http://ieeexplore.ieee.org/xpl/bkabstractplus.jsp?bkn=6267404
Publication
Distribution
Note
"A Bradford book."
Bibliography note
Includes bibliographical references (p. [137]-143) and index
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Dimensions
unknown
Extent
1 PDF (150 pages)
Form of item
online
Governing access note
Restricted to subscribers or individual electronic text purchasers
Isbn
9780262276559
Media category
electronic
Media MARC source
isbdmedia
Other physical details
illustrations.
Specific material designation
remote
System control number
  • (CaBNVSL)mat06267404
  • (IDAMS)0b000064818b43f0
  • (IEEE)6267404
System details
Mode of access: World Wide Web

Library Locations

  • Architecture LibraryBorrow it
    Gould Hall 830 Van Vleet Oval Rm. 105, Norman, OK, 73019, US
    35.205706 -97.445050
  • Bizzell Memorial LibraryBorrow it
    401 W. Brooks St., Norman, OK, 73019, US
    35.207487 -97.447906
  • Boorstin CollectionBorrow it
    401 W. Brooks St., Norman, OK, 73019, US
    35.207487 -97.447906
  • Chinese Literature Translation ArchiveBorrow it
    401 W. Brooks St., RM 414, Norman, OK, 73019, US
    35.207487 -97.447906
  • Engineering LibraryBorrow it
    Felgar Hall 865 Asp Avenue, Rm. 222, Norman, OK, 73019, US
    35.205706 -97.445050
  • Fine Arts LibraryBorrow it
    Catlett Music Center 500 West Boyd Street, Rm. 20, Norman, OK, 73019, US
    35.210371 -97.448244
  • Harry W. Bass Business History CollectionBorrow it
    401 W. Brooks St., Rm. 521NW, Norman, OK, 73019, US
    35.207487 -97.447906
  • History of Science CollectionsBorrow it
    401 W. Brooks St., Rm. 521NW, Norman, OK, 73019, US
    35.207487 -97.447906
  • John and Mary Nichols Rare Books and Special CollectionsBorrow it
    401 W. Brooks St., Rm. 509NW, Norman, OK, 73019, US
    35.207487 -97.447906
  • Library Service CenterBorrow it
    2601 Technology Place, Norman, OK, 73019, US
    35.185561 -97.398361
  • Price College Digital LibraryBorrow it
    Adams Hall 102 307 West Brooks St., Norman, OK, 73019, US
    35.210371 -97.448244
  • Western History CollectionsBorrow it
    Monnet Hall 630 Parrington Oval, Rm. 300, Norman, OK, 73019, US
    35.209584 -97.445414
Processing Feedback ...