Bookcover of FARME-D Approach to Knowledge Acquisition
Booktitle:

FARME-D Approach to Knowledge Acquisition

A Fuzzy Association Rule Mining Expert-Driven Approach to Knowledge Acquisition

LAP LAMBERT Academic Publishing (2012-08-16 )

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ISBN-13:

978-3-659-21594-0

ISBN-10:
3659215945
EAN:
9783659215940
Book language:
English
Blurb/Shorttext:
This book tackles two concerns of knowledge engineers in designing and developing a fuzzy rule-based expert system (FES). First is to acquire a knowledge-base that emulates human perception of application domain concept in order to avoid sharp boundary problems. Second is the need for modelling a comprehensive fuzzy rule-based expert system which eliminates redundant rules in order to solve the problem of rule-base unwieldiness and provide for knowledge-base instant updates. This book introduces Fuzzy Association Rule Mining Expert-Driven (FARME-D) approach to knowledge acquisition. In doing this, the Apriori-like Fuzzy Association Rule Mining algorithm was adopted. Adopting FARME-D automated knowledge acquisition in modelling fuzzy expert system eliminates redundant rules and save memory usage. The rules generated based on expert-driven approach correspond to human perception of the application domain as compared to data-driven approach. Also, the integration of FARME-D approach to standard fuzzy expert system architecture provides for knowledge-base instant updates and resulted in a novel architecture called Fuzzy Association Rule Mining Expert System (FARMES).
Publishing house:
LAP LAMBERT Academic Publishing
Website:
https://www.lap-publishing.com/
By (author) :
Olufunke Oladipupo
Number of pages:
168
Published on:
2012-08-16
Stock:
Available
Category:
Other
Price:
68.00 €
Keywords:
Fuzzy Expert System (FES), Fuzzy Association Rule Mining, Knowledge-base acquisition, Rule-base, Coronary Heart Disease (CHD)

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