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The Resource Data mining with computational intelligence, Lipo Wang, Xiuju Fu, (electronic resource)

Data mining with computational intelligence, Lipo Wang, Xiuju Fu, (electronic resource)

Creator
Contributor
Summary
Finding information hidden in data is as theoretically difficult as it is practically important. With the objective of discovering unknown patterns from data, the methodologies of data mining were derived from statistics, machine learning, and artificial intelligence, and are being used successfully in application areas such as bioinformatics, banking, retail, and many others. Wang and Fu present in detail the state of the art on how to utilize fuzzy neural networks, multilayer perceptron neural networks, radial basis function neural networks, genetic algorithms, and support vector machines in such applications. They focus on three main data mining tasks: data dimensionality reduction, classification, and rule extraction. The book is targeted at researchers in both academia and industry, while graduate students and developers of data mining systems will also profit from the detailed algorithmic descriptions
Language
eng
Work
Publication
Extent
1 online resource (xi, 276 p.)
Contents
  • MLP Neural Networks for Time-Series Prediction and Classification
  • Fuzzy Neural Networks for Bioinformatics
  • An Improved RBF Neural Network Classifier
  • Attribute Importance Ranking for Data Dimensionality Reduction
  • Genetic Algorithms for Class-Dependent Feature Selection
  • Rule Extraction from RBF Neural Networks
  • A Hybrid Neural Network For Protein Secondary Structure Prediction
  • Support Vector Machines for Prediction
  • Rule Extraction from Support Vector Machines
Isbn
9781280337710
Instance
Label
Data mining with computational intelligence
Title
Data mining with computational intelligence
Statement of responsibility
Lipo Wang, Xiuju Fu
Creator
Contributor
Provider
Subject
Genre
Language
eng
Summary
Finding information hidden in data is as theoretically difficult as it is practically important. With the objective of discovering unknown patterns from data, the methodologies of data mining were derived from statistics, machine learning, and artificial intelligence, and are being used successfully in application areas such as bioinformatics, banking, retail, and many others. Wang and Fu present in detail the state of the art on how to utilize fuzzy neural networks, multilayer perceptron neural networks, radial basis function neural networks, genetic algorithms, and support vector machines in such applications. They focus on three main data mining tasks: data dimensionality reduction, classification, and rule extraction. The book is targeted at researchers in both academia and industry, while graduate students and developers of data mining systems will also profit from the detailed algorithmic descriptions
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Wang, Lipo
Image bit depth
0
LC call number
QA76.9.D343
LC item number
W37 2005eb
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Fu, Xiuju
Series statement
Advanced Information and Knowledge Processing
http://library.link/vocab/subjectName
  • Data mining
  • Knowledge acquisition (Expert systems)
  • Computer Science
  • Artificial Intelligence (incl. Robotics)
  • Database Management
  • Exploration de données (Informatique)
  • Acquisition des connaissances (Systèmes experts)
  • COMPUTERS
  • COMPUTERS
  • COMPUTERS
  • Data mining
  • Knowledge acquisition (Expert systems)
  • Informatique
Label
Data mining with computational intelligence, Lipo Wang, Xiuju Fu, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references (p. [253]-273) and index
Color
not applicable
Contents
MLP Neural Networks for Time-Series Prediction and Classification -- Fuzzy Neural Networks for Bioinformatics -- An Improved RBF Neural Network Classifier -- Attribute Importance Ranking for Data Dimensionality Reduction -- Genetic Algorithms for Class-Dependent Feature Selection -- Rule Extraction from RBF Neural Networks -- A Hybrid Neural Network For Protein Secondary Structure Prediction -- Support Vector Machines for Prediction -- Rule Extraction from Support Vector Machines
Dimensions
unknown
Extent
1 online resource (xi, 276 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781280337710
Level of compression
uncompressed
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-24522-3
System control number
  • (OCoLC)209867543
  • (OCoLC)ocn209867543
  • (DE-He213)3-540-28803-1
Label
Data mining with computational intelligence, Lipo Wang, Xiuju Fu, (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references (p. [253]-273) and index
Color
not applicable
Contents
MLP Neural Networks for Time-Series Prediction and Classification -- Fuzzy Neural Networks for Bioinformatics -- An Improved RBF Neural Network Classifier -- Attribute Importance Ranking for Data Dimensionality Reduction -- Genetic Algorithms for Class-Dependent Feature Selection -- Rule Extraction from RBF Neural Networks -- A Hybrid Neural Network For Protein Secondary Structure Prediction -- Support Vector Machines for Prediction -- Rule Extraction from Support Vector Machines
Dimensions
unknown
Extent
1 online resource (xi, 276 p.)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781280337710
Level of compression
uncompressed
Other physical details
ill.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
Stock number
978-3-540-24522-3
System control number
  • (OCoLC)209867543
  • (OCoLC)ocn209867543
  • (DE-He213)3-540-28803-1

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