A new measure of entropy and its connection with a similarity measure for intuitionistic fuzzy sets

We propose a new measure of entropy for intuitionistic fuzzy sets. This paper is in a sense a continuation of our previous paper on entropy of intuitionistic fuzzy sets — the inferences are based on the same two types of distances as previously — to the farer and to the nearer crisp elements. But now we propose the formulas easier to calculate. Next, we show that the same result can be obtained when the distance between the element considered and its complement is taken into account. The proposed entropy measure is closely related to the similarity measure we have proposed earlier. We also suggest π-entropy, a function strongly accounting for the lack of knowledge as to the membership and non-membership.

[1]  Bart Kosko,et al.  Fuzzy entropy and conditioning , 1986, Inf. Sci..

[2]  Krassimir T. Atanassov,et al.  Intuitionistic Fuzzy Sets - Theory and Applications , 1999, Studies in Fuzziness and Soft Computing.

[3]  Daren Yu,et al.  Entropies Of Fuzzy Indiscernibility Relation And Its Operations , 2005, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[4]  A. Tversky Features of Similarity , 1977 .

[5]  James C. Bezdek,et al.  Measuring fuzzy uncertainty , 1994, IEEE Trans. Fuzzy Syst..

[6]  E. T. Jaynes,et al.  Where do we Stand on Maximum Entropy , 1979 .

[7]  Jiu-Lun Fan,et al.  Some new fuzzy entropy formulas , 2002, Fuzzy Sets Syst..

[8]  Krassimir T. Atanassov,et al.  Intuitionistic fuzzy sets , 1986 .

[9]  G. Klir,et al.  ON MEASURES OF FUZZINESS AND FUZZY COMPLEMENTS , 1982 .

[10]  R. Yager ON THE MEASURE OF FUZZINESS AND NEGATION Part I: Membership in the Unit Interval , 1979 .

[11]  Janusz Kacprzyk,et al.  Entropy for intuitionistic fuzzy sets , 2001, Fuzzy Sets Syst..

[12]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[13]  Wen-Liang Hung A Note on Entropy of Intuitionistic Fuzzy Sets , 2003, Int. J. Uncertain. Fuzziness Knowl. Based Syst..

[14]  Weixin Xie,et al.  Distance measure and induced fuzzy entropy , 1999, Fuzzy Sets Syst..

[15]  Weixin Xie,et al.  On some properties of distance measures , 2001, Fuzzy Sets Syst..

[16]  Chris Cornelis,et al.  Inclusion Measures in Intuitionistic Fuzzy Set Theory , 2003, ECSQARU.

[17]  Settimo Termini,et al.  A Definition of a Nonprobabilistic Entropy in the Setting of Fuzzy Sets Theory , 1972, Inf. Control..

[18]  Janusz Kacprzyk,et al.  Distances between intuitionistic fuzzy sets , 2000, Fuzzy Sets Syst..

[19]  Humberto Bustince,et al.  Entropy on intuitionistic fuzzy sets and on interval-valued fuzzy sets , 1996, Fuzzy Sets Syst..

[20]  Krassimir T. Atanassov Applications of Intuitionistic Fuzzy Sets , 1999 .

[21]  J. Baldwin,et al.  Entropy for Intuitionistic Fuzzy, Set Theory and Mass Assignment Theory , 2004 .

[22]  J. Kacprzyk,et al.  An intuitionistic fuzzy set based approach to intelligent data analysis: an application to medical diagnosis , 2003 .

[23]  Janusz Kacprzyk,et al.  Applications of intuitionistic Fuzzy sets in decision making , 1998 .

[24]  Janusz Kacprzyk,et al.  A New Concept of a Similarity Measure for Intuitionistic Fuzzy Sets and Its Use in Group Decision Making , 2005, MDAI.