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Classification And Modeling With Linguistic Information Granules

Whereas computer systems can easily handle even complicated and nonlinear mathematical models, human information processing is mainly based on linguistic knowledge. So the main advantage of using linguistic terms even with vague ranges is the intuitive interpretability of linguistic rules.Ishibuchi and his coauthors explain how classification and modeling can be handled in a human-understandable manner. They design a framework that can extract linguistic knowledge from numerical data by first identifying linguistic terms, then combining these terms into linguistic rules, and finally constructing a rule set from these linguistic rules. They combine their approach with state-of-the-art soft computing techniques such as multi-objective genetic algorithms, genetics-based machine learning, and fuzzified neural networks. Finally they demonstrate the usability of the combined techniques with various simulation results.In this largely self-contained volume, students specializing in soft computing will appreciate the detailed presentation, carefully discussed algorithms, and the many simulation experiments, while researchers will find a wealth of new design schemes, thorough analysis, and inspiring new research.
 

  Autore: Ishibuchi Hisao, Nakashima Tomoharu, Nii Manabu  
  Editore: Springer-Verlag New York Inc  
  Isbn: 3540207678  
  EAN : 9783540207672  
  Data pub. 16 Oct 04  
  Collana: Springer-Verlag New York Inc (Hardcover)  
  Classificazione:COMPUTERS  
  Pagine: 307  
  Prezzo: € 193,60  







 
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