Coverart for item
The Resource Data complexity in pattern recognition, Mitra Basu and Tin Kam Ho (eds)

Data complexity in pattern recognition, Mitra Basu and Tin Kam Ho (eds)

Label
Data complexity in pattern recognition
Title
Data complexity in pattern recognition
Statement of responsibility
Mitra Basu and Tin Kam Ho (eds)
Contributor
Subject
Language
eng
Summary
Machines capable of automatic pattern recognition have many fascinating uses in science and engineering as well as in our daily lives. Algorithms for supervised classification, where one infers a decision boundary from a set of training examples, are at the core of this capability. Tremendous progress has been made in refining such algorithms; yet, automatic learning in many simple tasks in daily life still appears to be far from reach. This book takes a close view of data complexity and its role in shaping the theories and techniques in different disciplines and asks: {u2022} What is missing from current classification techniques? {u2022} When the automatic classifiers are not perfect, is it a deficiency of the algorithms by design, or is it a difficulty intrinsic to the classification task? {u2022} How do we know whether we have exploited to the fullest extent the knowledge embedded in the training data? Data Complexity in Pattern Recognition is unique in its comprehensive coverage and multidisciplinary approach from various methodological and practical perspectives. Researchers and practitioners alike will find this book an insightful reference to learn about the current status of available techniques as well as application areas
Member of
Cataloging source
GW5XE
Dewey number
006.4
Illustrations
illustrations
Index
index present
Language note
English
LC call number
TK7882.P3
LC item number
D38 2006eb
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Basu, Mitra
  • Ho, Tin Kam
Series statement
Advanced information and knowledge processing
http://library.link/vocab/subjectName
  • Pattern recognition systems
  • Pattern perception
  • Classification
  • Computational complexity
  • Reconnaissance des formes (Informatique)
  • Perception des structures
  • Classification
  • Complexité de calcul (Informatique)
  • COMPUTERS
  • Pattern perception
  • Classification
  • Computational complexity
  • Reconnaissance des formes (informatique)
  • Perception des structures
  • Complexité de calcul (Informatique)
  • Pattern recognition systems
  • Informatique
  • Classification
  • Computational complexity
  • Pattern perception
  • Pattern recognition systems
Label
Data complexity in pattern recognition, Mitra Basu and Tin Kam Ho (eds)
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
Theory and Methodology -- Measures of Geometrical Complexity in Classification Problems -- Object Representation, Sample Size, and Data Set Complexity -- Measures of Data and Classifier Complexity and the Training Sample Size -- Linear Separability in Descent Procedures for Linear Classifiers -- Data Complexity, Margin-Based Learning, and Popper's Philosophy of Inductive Learning -- Data Complexity and Evolutionary Learning -- Classifier Domains of Competence in Data Complexity Space -- Data Complexity Issues in Grammatical Inference -- Applications -- Simple Statistics for Complex Feature Spaces -- Polynomial Time Complexity Graph Distance Computation for Web Content Mining -- Data Complexity in Clustering Analysis of Gene Microarray Expression Profiles -- Complexity of Magnetic Resonance Spectrum Classification -- Data Complexity in Tropical Cyclone Positioning and Classification -- Human-Computer Interaction for Complex Pattern Recognition Problems -- Complex Image Recognition and Web Security
Control code
209948855
Dimensions
unknown
Extent
1 online resource (xv, 300 pages)
Form of item
online
Isbn
9786611067540
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-84628-172-3
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-1-84628-171-6
Specific material designation
remote
System control number
(OCoLC)209948855
Label
Data complexity in pattern recognition, Mitra Basu and Tin Kam Ho (eds)
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
Theory and Methodology -- Measures of Geometrical Complexity in Classification Problems -- Object Representation, Sample Size, and Data Set Complexity -- Measures of Data and Classifier Complexity and the Training Sample Size -- Linear Separability in Descent Procedures for Linear Classifiers -- Data Complexity, Margin-Based Learning, and Popper's Philosophy of Inductive Learning -- Data Complexity and Evolutionary Learning -- Classifier Domains of Competence in Data Complexity Space -- Data Complexity Issues in Grammatical Inference -- Applications -- Simple Statistics for Complex Feature Spaces -- Polynomial Time Complexity Graph Distance Computation for Web Content Mining -- Data Complexity in Clustering Analysis of Gene Microarray Expression Profiles -- Complexity of Magnetic Resonance Spectrum Classification -- Data Complexity in Tropical Cyclone Positioning and Classification -- Human-Computer Interaction for Complex Pattern Recognition Problems -- Complex Image Recognition and Web Security
Control code
209948855
Dimensions
unknown
Extent
1 online resource (xv, 300 pages)
Form of item
online
Isbn
9786611067540
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-84628-172-3
Other physical details
illustrations.
http://library.link/vocab/ext/overdrive/overdriveId
978-1-84628-171-6
Specific material designation
remote
System control number
(OCoLC)209948855

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