A new approach to fuzzy distance measure and similarity measure between two generalized fuzzy numbers

In this paper a fuzzy distance measure between two generalized fuzzy numbers is developed. The metric properties of this distance measure are also studied. The new distance measure is compared with the other fuzzy distance measures proposed by Voxman [W. Voxman, Some remarks on distances between fuzzy numbers, Fuzzy Sets and Systems 100 (1998) 353-365] and Chakraborty and Chakraborty [C. Chakraborty, D. Chakraborty, A theoretical development on fuzzy distance measure for fuzzy numbers, Mathematical and Computer Modelling 43 (2006) 254-261] and turned out to be more reasonable. A new similarity measure is also developed with the help of the fuzzy distance measure. Examples are given to compare this similarity measure with the other similarity measure previously proposed. A decision making scheme is proposed using this similarity measure and this scheme is found to be more acceptable than the existing methods due to the fact that it considers the degrees of confidence of the experts' opinion.

[1]  William Voxman,et al.  Some remarks on distances between fuzzy numbers , 1998, Fuzzy Sets Syst..

[2]  Chen-Tung Chen,et al.  Extensions of the TOPSIS for group decision-making under fuzzy environment , 2000, Fuzzy Sets Syst..

[3]  Jian-Bo Yang,et al.  On the centroids of fuzzy numbers , 2006, Fuzzy Sets Syst..

[4]  M. Amparo Vila,et al.  On a canonical representation of fuzzy numbers , 1998, Fuzzy Sets Syst..

[5]  Ruoning Xu,et al.  Multidimensional least-squares fitting with a fuzzy model , 2001, Fuzzy Sets Syst..

[6]  M. Amparo Vila,et al.  A fuzziness measure for fuzzy numbers: Applications , 1998, Fuzzy Sets Syst..

[7]  Janusz Kacprzyk,et al.  Multistage Fuzzy Control: A Prescriptive Approach , 1997 .

[8]  Witold Pedrycz,et al.  Fuzzy sets in pattern recognition: Accomplishments and challenges , 1997, Fuzzy Sets Syst..

[9]  Phil Diamond,et al.  Fuzzy least squares , 1988, Inf. Sci..

[10]  Shyi-Ming Chen NEW METHODS FOR SUBJECTIVE MENTAL WORKLOAD ASSESSMENT AND FUZZY RISK ANALYSIS , 1996 .

[11]  Hsuan-Shih Lee An optimal aggregation method for fuzzy opinions of group decision , 1999, IEEE SMC'99 Conference Proceedings. 1999 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.99CH37028).

[12]  Didier Dubois,et al.  Fuzzy sets and systems ' . Theory and applications , 2007 .

[13]  Pengfei Shi,et al.  Similarity measures on intuitionistic fuzzy sets , 2003, Pattern Recognit. Lett..

[14]  Miin-Shen Yang,et al.  On cluster-wise fuzzy regression analysis , 1997, IEEE Trans. Syst. Man Cybern. Part B.

[15]  Debjani Chakraborty,et al.  A theoretical development on a fuzzy distance measure for fuzzy numbers , 2006, Math. Comput. Model..

[16]  Ching-Hsue Cheng,et al.  A new approach for ranking fuzzy numbers by distance method , 1998, Fuzzy Sets Syst..

[17]  Shyi-Ming Chen,et al.  OPERATIONS ON FUZZY NUMBERS WITH FUNCTION PRINCIPAL , 1985 .

[18]  Weixin Xie,et al.  Some notes on similarity measure and proximity measure , 1999, Fuzzy Sets Syst..

[19]  Shyi-Ming Chen,et al.  A new approach for fuzzy risk analysis based on similarity measures of generalized fuzzy numbers , 2009, Expert Syst. Appl..

[20]  Qi Liu,et al.  A new similarity measure of generalized fuzzy numbers and its application to pattern recognition , 2004, Pattern Recognit. Lett..

[21]  Debjani Chakraborty,et al.  A decision scheme based on OWA operator for an evaluation programme: an approximate reasoning approach , 2004, Appl. Soft Comput..

[22]  Li Dengfeng,et al.  New similarity measures of intuitionistic fuzzy sets and application to pattern recognitions , 2002, Pattern Recognit. Lett..

[23]  Shyi-Ming Chen,et al.  Fuzzy risk analysis based on similarity measures of generalized fuzzy numbers , 2003, IEEE Trans. Fuzzy Syst..

[24]  Lucien Duckstein,et al.  Comparison of fuzzy numbers using a fuzzy distance measure , 2002, Fuzzy Sets Syst..