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Rule extraction from support vector machines

Author: Joachim Diederich
Publisher: Berlin : Springer, ©2008.
Series: Studies in computational intelligence, v. 80.
Edition/Format:   Print book : EnglishView all editions and formats
Database:WorldCat
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Genre/Form: Aufsatzsammlung
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Joachim Diederich
ISBN: 9783540753896 3540753893 3540753907 9783540753902 3642094635 9783642094637
OCLC Number: 173721137
Description: xii, 262 pages : illustrations ; 25 cm.
Contents: Rule Extraction from Support Vector Machines: An Introduction.- Rule Extraction from Support Vector Machines: An Overview of Issues and Application in Credit Scoring.- Algorithms and Techniques.- Rule Extraction for Transfer Learning.- Rule Extraction from Linear Support Vector Machines via Mathematical Programming.- Rule Extraction Based on Support and Prototype Vectors.- SVMT-Rule: Association Rule Mining Over SVM Classification Trees.- Prototype Rules from SVM.- Applications.- Prediction of First-Day Returns of Initial Public Offering in the US Stock Market Using Rule Extraction from Support Vector Machines.- Accent in Speech Samples: Support Vector Machines for Classification and Rule Extraction.- Rule Extraction from SVM for Protein Structure Prediction.
Series Title: Studies in computational intelligence, v. 80.
Responsibility: Joachim Diederich (ed.).
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