عنوان

Interpretability issues in fuzzy modeling

شابک

3540370579

شابک

3642057020

شابک

9783540370574

شابک

9783642057021

شماره

b565796

عنوان اصلي

Interpretability issues in fuzzy modeling

نام عام مواد

[Book]

نام نخستين پديدآور

J. Casillas [and others], eds.

محل نشرو پخش و غیره

Berlin ; New York

نام ناشر، پخش کننده و غيره

Springer

تاریخ نشرو بخش و غیره

©2003.

نام خاص و کميت اثر

(xiv, 643 pages) : illustrations

عنوان فروست

Studies in fuzziness and soft computing, v. 128.

متن يادداشت

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.

متن يادداشت

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.

موضوع مستند نشده

Fuzzy systems.

موضوع مستند نشده

Intelligent control systems.

موضوع مستند نشده

Soft computing.

شماره رده

نشانه اثر

مستند نام اشخاص تاييد نشده

J. Casillas [and others], eds.

مستند نام اشخاص تاييد نشده

J Casillas

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y