DocumentCode :
1716029
Title :
Fusion of qualitative beliefs based on linguistic labels
Author :
Gao, Jian ; Liang, Weitai ; Yan, Jingjing
Author_Institution :
Nat. Key Lab. of Sci. & Technol. on C4ISR, 28th Res. Inst. of China Electron. Technol. Group Corp., Nanjing, China
Volume :
1
fYear :
2010
Abstract :
In order to model beliefs expressed by natural language, the qualitative belief assignment based on the linguistic labels has been presented in the Dezert-Smarandache Theory (DSmT). However, the combination of qualitative beliefs is only based on the equidistant linguistic labels and the calculation of non-equidistant labels is approximate. To solve the fusion problem of qualitative beliefs denoted by non-equidistant labels, this paper proposed the universal arithmetic operations of linguistic labels, and analyzed the fusion of qualitative beliefs based on the general labels. The new operations which were based on the linear or nonlinear mapping relationship between linguistic labels and numerical values, could be effectively used on 1-tuple or 2-tuple linguistic representation model, and could increase the precision and reliability of the combination of qualitative beliefs or mixed beliefs. The experimental results have proved the validity of universal operations.
Keywords :
approximation theory; belief maintenance; computational linguistics; knowledge representation; natural language processing; Dezert-Smarandache theory; information fusion; linear arithmetic operation; linear mapping; linguistic labels; natural language; nonlinear mapping; qualitative belief; tuple linguistic representation; Computational modeling; Mathematical model; Natural languages; Numerical models; Pragmatics; Presses; Signal processing; combination of beliefs; information fusion; linguistic label; qualitative belief;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing Systems (ICSPS), 2010 2nd International Conference on
Conference_Location :
Dalian
Print_ISBN :
978-1-4244-6892-8
Electronic_ISBN :
978-1-4244-6893-5
Type :
conf
DOI :
10.1109/ICSPS.2010.5555552
Filename :
5555552
Link To Document :
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