The Resource Combining Artificial Neural Nets : Ensemble and Modular Multi-Net Systems, edited by Amanda J.C. Sharkey, (electronic resource)

Combining Artificial Neural Nets : Ensemble and Modular Multi-Net Systems, edited by Amanda J.C. Sharkey, (electronic resource)

Label
Combining Artificial Neural Nets : Ensemble and Modular Multi-Net Systems
Title
Combining Artificial Neural Nets
Title remainder
Ensemble and Modular Multi-Net Systems
Statement of responsibility
edited by Amanda J.C. Sharkey
Creator
Subject
Genre
Language
eng
Summary
The chapters in this volume consist of articles written by leading researchers in the field of Combining Artificial Neural Nets, and as such provide a unique coverage of the area. The techniques that are presented include ensemble-based, and modular approaches. The presentation of techniques is accompanied by analysis and evaluation of their relative effectiveness, and by reports of ther application to a variety of problems. The chapters make clear the effectiveness of combining in increasing performance, and the limitations of using a simple unitary net. For this reason this volume should be required reading for all those concerned with any applications of artificial neural nets where good generalisation performance is important
Member of
Action
digitized
Cataloging source
AU@
http://library.link/vocab/creatorName
Sharkey, Amanda J. C
Dewey number
006.3
Illustrations
illustrations
Index
index present
LC call number
  • Q334-342
  • TJ210.2-211.495
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Series statement
Perspectives in Neural Computing,
http://library.link/vocab/subjectName
  • Computer science
  • Artificial intelligence
  • Statistisches Modell
  • Konnektionismus
  • Neuronales Netz
  • Maschinelles Lernen
  • Artificial intelligence
  • Computer science
Label
Combining Artificial Neural Nets : Ensemble and Modular Multi-Net Systems, edited by Amanda J.C. Sharkey, (electronic resource)
Link
http://dx.doi.org/10.1007/978-1-4471-0793-4
Instantiates
Publication
Antecedent source
file reproduced from original
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
mixed
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Effects of Collinearity on Combining Neural Networks -- Actively Searching for an Effective Neural Network Ensemble -- Bootstrapping with Noise: An Effective Regularization Technique -- Error Correlation and Error Reduction in Ensemble Classifiers -- Speaker Normalization and Model Selection of Combined Neural Networks -- Self-Organization of Multiple Winner-take-all Neural Networks
Dimensions
unknown
Extent
1 online resource (xv, 298 pages 57 illustrations).
File format
unknown
Form of item
online
Isbn
9781447107934
Isbn Type
(electronic bk.)
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Quality assurance targets
unknown
Reformatting quality
access
Reproduction note
Electronic reproduction.
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)853263184
  • (OCoLC)ocn853263184
System details
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002.
Label
Combining Artificial Neural Nets : Ensemble and Modular Multi-Net Systems, edited by Amanda J.C. Sharkey, (electronic resource)
Link
http://dx.doi.org/10.1007/978-1-4471-0793-4
Publication
Antecedent source
file reproduced from original
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
mixed
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Effects of Collinearity on Combining Neural Networks -- Actively Searching for an Effective Neural Network Ensemble -- Bootstrapping with Noise: An Effective Regularization Technique -- Error Correlation and Error Reduction in Ensemble Classifiers -- Speaker Normalization and Model Selection of Combined Neural Networks -- Self-Organization of Multiple Winner-take-all Neural Networks
Dimensions
unknown
Extent
1 online resource (xv, 298 pages 57 illustrations).
File format
unknown
Form of item
online
Isbn
9781447107934
Isbn Type
(electronic bk.)
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Quality assurance targets
unknown
Reformatting quality
access
Reproduction note
Electronic reproduction.
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)853263184
  • (OCoLC)ocn853263184
System details
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002.

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