DocumentCode :
1033577
Title :
A Collective Decision Model Involving Vague Concepts and Linguistic Expressions
Author :
Tang, Yongchuan
Author_Institution :
Zhejiang Univ., Hangzhou
Volume :
38
Issue :
2
fYear :
2008
fDate :
4/1/2008 12:00:00 AM
Firstpage :
421
Lastpage :
428
Abstract :
In linguistic collective decision, the main objective is to select the best alternatives using linguistic evaluations provided by multiple experts. This paper presents a collective decision model, which is able to deal with complex linguistic evaluations. In this decision model, the linguistic evaluations are represented by linguistic expressions which are the logic formulas obtained by applying logic connectives to the set of basic linguistic labels. The vagueness of each linguistic expression is implicitly captured by a semantic similarity relation rather than a fuzzy set, since each linguistic expression determines a semantic similarity distribution on the set of basic linguistic labels. The basic idea of this collective decision model is to convert the semantic similarity distributions determined by linguistic expressions into probability distributions of the corresponding linguistic expressions. The main advantage of this proposed model is its capability to deal with complex linguistic evaluations and partial semantic overlapping among neighboring linguistic labels.
Keywords :
computational linguistics; formal logic; inference mechanisms; statistical distributions; collective decision model; complex linguistic evaluations; linguistic expressions; probability distributions; semantic similarity relation; vague concepts; Collective decision; computing with words; linguistic evaluation; linguistic expression; linguistic information fusion; semantic similarity; Algorithms; Artificial Intelligence; Decision Support Techniques; Fuzzy Logic; Language; Linguistics; Natural Language Processing; Pattern Recognition, Automated; Vocabulary, Controlled;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4419
Type :
jour
DOI :
10.1109/TSMCB.2007.913125
Filename :
4429833
Link To Document :
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