Coverart for item
The Resource Multiple classifier systems : third international workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002 : proceedings, Fabio Roli, Josef Kittler (eds.)

Multiple classifier systems : third international workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002 : proceedings, Fabio Roli, Josef Kittler (eds.)

Label
Multiple classifier systems : third international workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002 : proceedings
Title
Multiple classifier systems
Title remainder
third international workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002 : proceedings
Statement of responsibility
Fabio Roli, Josef Kittler (eds.)
Creator
Contributor
Subject
Genre
Language
eng
Summary
This book constitutes the refereed proceedings of the Third International Workshop on Multiple Classifier Systems, MCS 2002, held in Cagliari, Italy, in June 2002. The 29 revised full papers presented together with three invited papers were carefully reviewed and selected for inclusion in the volume. The papers are organized in topical sections on bagging and boosting, ensemble learning and neural networks, design methodologies, combination strategies, analysis and performance evaluation, and applications
Member of
Cataloging source
COO
Dewey number
006.3/1
Illustrations
illustrations
Index
index present
LC call number
Q325.5
LC item number
.I574 2002
Literary form
non fiction
http://bibfra.me/vocab/lite/meetingDate
2002
http://bibfra.me/vocab/lite/meetingName
MCS (Workshop)
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
  • 1962-
  • 1946-
http://library.link/vocab/relatedWorkOrContributorName
  • Roli, Fabio
  • Kittler, Josef
Series statement
Lecture notes in computer science,
Series volume
2364
http://library.link/vocab/subjectName
  • Machine learning
  • Neural networks (Computer science)
  • Pattern perception
  • Machine learning
  • Neural networks (Computer science)
  • Pattern perception
Label
Multiple classifier systems : third international workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002 : proceedings, Fabio Roli, Josef Kittler (eds.)
Instantiates
Publication
Note
Proceedings of the Third International Workshop on Multiple Classifier Systems (MCS 2002), held at Grand Hotel Chia Laguna, Cagliari, Italy, June 24-26, 2002
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Invited Papers -- Multiclassifier Systems: Back to the Future -- Support Vector Machines, Kernel Logistic Regression and Boosting -- Multiple Classification Systems in the Context of Feature Extraction and Selection -- Bagging and Boosting -- Boosted Tree Ensembles for Solving Multiclass Problems -- Distributed Pasting of Small Votes -- Bagging and Boosting for the Nearest Mean Classifier: Effects of Sample Size on Diversity and Accuracy -- Highlighting Hard Patterns via AdaBoost Weights Evolution -- Using Diversity with Three Variants of Boosting: Aggressive, Conservative, and Inverse -- Ensemble Learning and Neural Networks -- Multistage Neural Network Ensembles -- Forward and Backward Selection in Regression Hybrid Network -- Types of Multinet System -- Discriminant Analysis and Factorial Multiple Splits in Recursive Partitioning for Data Mining -- Design Methodologies -- New Measure of Classifier Dependency in Multiple Classifier Systems -- A Discussion on the Classifier Projection Space for Classifier Combining -- On the General Application of the Tomographic Classifier Fusion Methodology -- Post-processing of Classifier Outputs in Multiple Classifier Systems -- Combination Strategies -- Trainable Multiple Classifier Schemes for Handwritten Character Recognition -- Generating Classifier Ensembles from Multiple Prototypes and Its Application to Handwriting Recognition -- Adaptive Feature Spaces for Land Cover Classification with Limited Ground Truth Data -- Stacking with Multi-response Model Trees -- On Combining One-Class Classifiers for Image Database Retrieval -- Analysis and Performance Evaluation -- Bias--Variance Analysis and Ensembles of SVM -- An Experimental Comparison of Fixed and Trained Fusion Rules for Crisp Classifier Outputs -- Reduction of the Boasting Bias of Linear Experts -- Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers -- Applications -- Boosting and Classification of Electronic Nose Data -- Content-Based Classification of Digital Photos -- Classifier Combination for In Vivo Magnetic Resonance Spectra of Brain Tumours -- Combining Classifiers of Pesticides Toxicity through a Neuro-fuzzy Approach -- A Multi-expert System for Movie Segmentation -- Decision Level Fusion of Intramodal Personal Identity Verification Experts -- An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems
Control code
50446958
Dimensions
unknown
Extent
1 online resource (xi, 335 pages)
Form of item
online
Isbn
9783540454281
Lccn
2002075486
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/3-540-45428-4
Other physical details
illustrations
Specific material designation
remote
System control number
(OCoLC)50446958
Label
Multiple classifier systems : third international workshop, MCS 2002, Cagliari, Italy, June 24-26, 2002 : proceedings, Fabio Roli, Josef Kittler (eds.)
Publication
Note
Proceedings of the Third International Workshop on Multiple Classifier Systems (MCS 2002), held at Grand Hotel Chia Laguna, Cagliari, Italy, June 24-26, 2002
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
Invited Papers -- Multiclassifier Systems: Back to the Future -- Support Vector Machines, Kernel Logistic Regression and Boosting -- Multiple Classification Systems in the Context of Feature Extraction and Selection -- Bagging and Boosting -- Boosted Tree Ensembles for Solving Multiclass Problems -- Distributed Pasting of Small Votes -- Bagging and Boosting for the Nearest Mean Classifier: Effects of Sample Size on Diversity and Accuracy -- Highlighting Hard Patterns via AdaBoost Weights Evolution -- Using Diversity with Three Variants of Boosting: Aggressive, Conservative, and Inverse -- Ensemble Learning and Neural Networks -- Multistage Neural Network Ensembles -- Forward and Backward Selection in Regression Hybrid Network -- Types of Multinet System -- Discriminant Analysis and Factorial Multiple Splits in Recursive Partitioning for Data Mining -- Design Methodologies -- New Measure of Classifier Dependency in Multiple Classifier Systems -- A Discussion on the Classifier Projection Space for Classifier Combining -- On the General Application of the Tomographic Classifier Fusion Methodology -- Post-processing of Classifier Outputs in Multiple Classifier Systems -- Combination Strategies -- Trainable Multiple Classifier Schemes for Handwritten Character Recognition -- Generating Classifier Ensembles from Multiple Prototypes and Its Application to Handwriting Recognition -- Adaptive Feature Spaces for Land Cover Classification with Limited Ground Truth Data -- Stacking with Multi-response Model Trees -- On Combining One-Class Classifiers for Image Database Retrieval -- Analysis and Performance Evaluation -- Bias--Variance Analysis and Ensembles of SVM -- An Experimental Comparison of Fixed and Trained Fusion Rules for Crisp Classifier Outputs -- Reduction of the Boasting Bias of Linear Experts -- Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers -- Applications -- Boosting and Classification of Electronic Nose Data -- Content-Based Classification of Digital Photos -- Classifier Combination for In Vivo Magnetic Resonance Spectra of Brain Tumours -- Combining Classifiers of Pesticides Toxicity through a Neuro-fuzzy Approach -- A Multi-expert System for Movie Segmentation -- Decision Level Fusion of Intramodal Personal Identity Verification Experts -- An Experimental Comparison of Classifier Fusion Rules for Multimodal Personal Identity Verification Systems
Control code
50446958
Dimensions
unknown
Extent
1 online resource (xi, 335 pages)
Form of item
online
Isbn
9783540454281
Lccn
2002075486
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/3-540-45428-4
Other physical details
illustrations
Specific material designation
remote
System control number
(OCoLC)50446958

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