Classification and Modeling with Linguistic Information Granules: Advanced Approaches to Linguistic Data Mining: Advanced Information Processing
Autor Hisao Ishibuchi, Tomoharu Nakashima, Manabu Niien Limba Engleză Hardback – 19 noi 2004
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Specificații
ISBN-13: 9783540207672
ISBN-10: 3540207678
Pagini: 300
Ilustrații: XII, 308 p.
Dimensiuni: 155 x 235 x 25 mm
Greutate: 0.57 kg
Ediția:2005
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Advanced Information Processing
Locul publicării:Berlin, Heidelberg, Germany
ISBN-10: 3540207678
Pagini: 300
Ilustrații: XII, 308 p.
Dimensiuni: 155 x 235 x 25 mm
Greutate: 0.57 kg
Ediția:2005
Editura: Springer Berlin, Heidelberg
Colecția Springer
Seria Advanced Information Processing
Locul publicării:Berlin, Heidelberg, Germany
Public țintă
ResearchCuprins
Linguistic Information Granules.- Pattern Classification with Linguistic Rules.- Learning of Linguistic Rules.- Input Selection and Rule Selection.- Genetics-Based Machine Learning.- Multi-Objective Design of Linguistic Models.- Comparison of Linguistic Discretization with Interval Discretization.- Modeling with Linguistic Rules.- Design of Compact Linguistic Models.- Linguistic Rules with Consequent Real Numbers.- Handling of Linguistic Rules in Neural Networks.- Learning of Neural Networks from Linguistic Rules.- Linguistic Rule Extraction from Neural Networks.- Modeling of Fuzzy Input—Output Relations.
Caracteristici
Clear illustration how fuzzy logic and neural networks are utilized for extracting linguistic knowledge Many figures and simulation results Reference for researchers and practitioners in data mining, fuzzy systems and neural networks Because of many illustrations and figures also possible textbook for graduate students Includes supplementary material: sn.pub/extras