Rough set-based Neuro-Fuzzy System

Name: Rough set-based Neuro-Fuzzy System
Brand: VDM Verlag Dr. Müller
SKU: 9783639189056
Price: 66.84 EUR
Availability: InStock

Towards increasing interpretability without compromising accuracy

Autor: Kai Keng Ang

Jazyk:

Väzba: Brožovaná

Vydavateľ: VDM Verlag Dr. Müller

Dostupnosť: U vydavateľa na objednávku

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66.84 €

Neuro-fuzzy systems is a popular hybridization in soft computing that abstracts a fuzzy model from g...

Informácie o knihe

Autor

Kai Keng Ang

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2009

Stránok

196

EAN

9783639189056

Enbook ID

06827031

Vydavateľ

VDM Verlag Dr. Müller

Rozmery

150 x 220 x 12

Kompletný popis

Neuro-fuzzy systems is a popular hybridization in soft computing that abstracts a fuzzy model from given numerical examples using neural learning techniques to formulate accurate predictions on unseen samples. The fuzzy model incorporates the human-like style of fuzzy reasoning through a linguistic model that comprises if-then fuzzy rules and linguistic terms described by membership functions. However, modeling data using neuro-fuzzy systems involves the contradictory requirements of interpretability versus accuracy. This monograph focuses on increasing interpretability without compromising accuracy using a novel hybrid intelligent Rough set-based Neuro-Fuzzy System (RNFS), which synergizes rough set-based knowledge reduction with neuro-fuzzy systems. RNFS employs novel bio-inspired algorithms to generate human- interpretable membership functions from numerical data, and rough set-based algorithm to identify fewer if-then fuzzy rules that facilitate human interpretation. Example applications of using the RNFS are provided on real life data that involve predicting traffic flow, stock price and cancerous microarray gene expressions.

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Rough set-based Neuro-Fuzzy System

Towards increasing interpretability without compromising accuracy

Informácie o knihe

Kompletný popis

Mohlo by vás zaujímať

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež