DocumentCode
3123073
Title
Genetic fuzzy markup language for diet application
Author
Lee, Chang-Shing ; Wang, Mei-Hui ; Chen, Zhi-Wei ; Hsu, Chin-Yuan ; Kuo, Su-E ; Kuo, Hui-Ching ; Cheng, Hui-Hua ; Naito, Akio
Author_Institution
Nat. Univ. of Tainan, Tainan, Taiwan
fYear
2011
fDate
27-30 June 2011
Firstpage
1791
Lastpage
1798
Abstract
In this paper, the genetic fuzzy markup language (GFML) is presented to describe the knowledge base and rule base of the diet domain, including ingredients and the contained servings of six food categories of some common food. The domain experts first define the nutrient facts of the common food to construct the fuzzy food ontology. Meanwhile, the involved Taiwanese students of National University of Tainan (NUTN) record their daily meals for a constant period of time. Then, based on the built fuzzy food ontology, a GFML-based learning mechanism combining the genetic learning mechanism with the fuzzy markup language (FML) is carried out to infer the possibility of dietary healthy level for one-day meals. From the experimental results, it is known that the proposed GFML-based learning mechanism is workable for the diet-domain healthcare applications.
Keywords
fuzzy set theory; genetic algorithms; health care; knowledge based systems; learning (artificial intelligence); ontologies (artificial intelligence); GFML-based learning mechanism; National University of Tainan; diet-domain healthcare applications; dietary healthy level; fuzzy food ontology; genetic fuzzy markup language; genetic learning mechanism; knowledge base; rule base; Biological cells; Genetics; Inference mechanisms; Knowledge based systems; Learning systems; Ontologies; Proteins; Dietary Healthy Level Assessment; Fuzzy Markup Language; Fuzzy Ontology; Genetic Learning;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location
Taipei
ISSN
1098-7584
Print_ISBN
978-1-4244-7315-1
Electronic_ISBN
1098-7584
Type
conf
DOI
10.1109/FUZZY.2011.6007634
Filename
6007634
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