Classification and Modeling with Linguistic Information Granules

Name: Classification and Modeling with Linguistic Information Granules
Brand: Springer, Berlin
SKU: 9783540207672
Price: 61807 HUF
Availability: InStock

Advanced Approaches to Linguistic Data Mining

Szerző: H. Ishibuchi, T. Nakashima, M. Nii

Nyelv:

Kötés: Kemény kötésű

Kiadó: Springer, Berlin

Elérhetőség: Beszállítói készleten alacsony példányszámban

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Whereas computer systems can easily handle even complicated and nonlinear mathematical models, human...

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Szerző

H. Ishibuchi, T. Nakashima, M. Nii

Nyelv

Angol

Kötés

Könyv - Kemény kötésű

Kiadva

2004

oldal

308

EAN

9783540207672

ISBN

3540207678

Enbook ID

01558928

Kiadó

Springer, Berlin

Súly

596

Méretek

156 x 234 x 19

Teljes leírás

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.

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Classification and Modeling with Linguistic Information Granules

Advanced Approaches to Linguistic Data Mining

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