Description: Please refer to the section BELOW (and NOT ABOVE) this line for the product details - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - Title:Pattern Classification: Neuro-Fuzzy Methods And Their ComparisonISBN13:9781852333522ISBN10:1852333529Author:Abe, Shigeo (Author)Description:Neural Networks Have A Learning Capability But Analysis Of A Trained Network Is Difficult On The Other Hand, Extraction Of Fuzzy Rules Is Difficult But Once They Have Been Extracted, It Is Relatively Easy To Analyze The Fuzzy System This Book Solves The Above Problems By Developing New Learning Paradigms And Architectures For Neural Networks And Fuzzy Systems The Book Consists Of Two Parts: Pattern Classification And Function Approximation In The First Part, Based On The Synthesis Principle Of The Neural-Network Classifier: A New Learning Paradigm Is Discussed And Classification Performance And Training Time Of The New Paradigm For Several Real-World Data Sets Are Compared With Those Of The Widely-Used Back-Propagation Algorithm; Fuzzy Classifiers Of Different Architectures Based On Fuzzy Rules Can Be Defined With Hyperbox, Polyhedral, Or Ellipsoidal Regions The Book Discusses The Unified Approach For Training These Fuzzy Classifiers; The Performance Of The Newly-Developed Fuzzy Classifiers And The Conventional Classifiers Such As Nearest-Neighbor Classifiers And Support Vector Machines Are Evaluated Using Several Real-World Data Sets And Their Advantages And Disadvantages Are Clarified In The Second Part: Function Approximation Is Discussed Extending The Discussions In The First Part; Performance Of The Function Approximators Is Compared This Book Is Aimed Primarily At Researchers And Practitioners In The Field Of Artificial Intelligence And Neural Networks Binding:Hardcover, HardcoverPublisher:SPRINGER NATUREPublication Date:2000-12-11Weight:1.47 lbsDimensions:0.81'' H x 9.21'' L x 6.14'' WNumber of Pages:327Language:English
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Book Title: Pattern Classification: Neuro-Fuzzy Methods And Their Compar...
Item Length: 9.3in
Item Height: 0.4in
Item Width: 6.1in
Author: Shigeo a.b.e.
Publication Name: Pattern Classification : Neuro-Fuzzy Methods and Their Comparison
Format: Hardcover
Language: English
Publisher: Springer London, The Limited
Publication Year: 2000
Type: Textbook
Item Weight: 52.2 Oz
Number of Pages: XIX Exotic Alloys, 327 Pages
