عنوان

Interpretability issues in fuzzy modeling

(Number (ISBN

3540370579

(Number (ISBN

3642057020

(Number (ISBN

9783540370574

(Number (ISBN

9783642057021

Number

b565796

Title Proper

Interpretability issues in fuzzy modeling

General Material Designation

[Book]

First Statement of Responsibility

J. Casillas [and others], eds.

Place of Publication, Distribution, etc.

Berlin ; New York

Name of Publisher, Distributor, etc.

Springer

Date of Publication, Distribution, etc.

©2003.

Specific Material Designation and Extent of Item

(xiv, 643 pages) : illustrations

Series Title

Studies in fuzziness and soft computing, v. 128.

Text of Note

Overview --; Improving the Interpretability with Flexible Rule Stucture --; Complexity Reduction in Linguistic Fuzzy Models --; Complexity Reduction in Precise Fuzzy Models --; Interpretability Constraints in TSK Fuzzy Rule-Based Systems --; Assessments on the Interpretability Loss --; Interpretation of Black-Box Models as Fuzzy Rule-Based Models.

Text of Note

Fuzzy modeling has become one of the most productive and successful results of fuzzy logic. Among others, it has been applied to knowledge discovery, automatic classification, long-term prediction, or medical and engineering analysis. The research developed in the topic during the last two decades has been mainly focused on exploiting the fuzzy model flexibility to obtain the highest accuracy. This approach usually sets aside the interpretability of the obtained models. However, we should remember the initial philosophy of fuzzy sets theory directed to serve the bridge between the human understanding and the machine processing. In this challenge, the ability of fuzzy models to express the behavior of the real system in a comprehensible manner acquires a great importance. This book collects the works of a group of experts in the field that advocate the interpretability improvements as a mechanism to obtain well balanced fuzzy models.

Fuzzy systems.

Intelligent control systems.

Soft computing.

Class number

Book number

J. Casillas [and others], eds.

J Casillas

Electronic name

[Book]

Y