Analyzing properties of Deng entropy in the theory of evidence

被引:84
作者
Abellan, Joaquin [1 ]
机构
[1] Univ Granada, Dept Comp Sci & Artificial Intelligence, E-18071 Granada, Spain
关键词
Imprecise probabilities; Theory of evidence; Measures of uncertainty; Discord; Non-specificity; Deng entropy; DEMPSTER-SHAFER THEORY; TOTAL UNCERTAINTY; SETS;
D O I
10.1016/j.chaos.2016.12.024
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The theory of Evidence, or Shafer-Dempster theory (DST), has been widely used in applications. The DST is based on the concept of a basic probability assignment. An important part of this theory is the quantification of the information-based-uncertainty that this function represents. A recent measure of uncertainty (or information) in this theory, called the Deng entropy, has appeared as an interesting alternative to the measures presented so far. This measure quantifies the both types of uncertainty found in DST, then it is considered as a total uncertainty measure (TU). It is shown that this measure does not verify some of the essential properties for a TU in DST such as monotonicity, additivity and subadditivity. Also, the definition of this new measure produces other debatable situations. These shortcomings call in question the utility of this measure in applications. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:195 / 199
页数:5
相关论文
共 23 条
[1]   An algorithm to compute the upper entropy for order-2 capacities [J].
Abellán, J ;
Moral, S .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2006, 14 (02) :141-154
[2]   Disaggregated total uncertainty measure for credal sets [J].
Abellán, J ;
Klir, GJ ;
Moral, S .
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2006, 35 (01) :29-44
[3]   Upper entropy of credal sets.: Applications to credal classification [J].
Abellán, J ;
Moral, S .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2005, 39 (2-3) :235-255
[4]   Difference of entropies as a non-specificity function on credal sets [J].
Abellán, J ;
Moral, S .
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2005, 34 (03) :201-214
[5]   A non-specificity measure for convex sets of probability distributions [J].
Abellan, J ;
Moral, S .
INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2000, 8 (03) :357-367
[6]   Requirements for total uncertainty measures in Dempster-Shafer theory of evidence [J].
Abellan, Joaquin ;
Masegosa, Andres .
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2008, 37 (06) :733-747
[7]  
[Anonymous], 1992, P 8 INT C UNC ART IN
[8]   UPPER AND LOWER PROBABILITIES INDUCED BY A MULTIVALUED MAPPING [J].
DEMPSTER, AP .
ANNALS OF MATHEMATICAL STATISTICS, 1967, 38 (02) :325-&
[9]   Deng entropy [J].
Deng, Yong .
CHAOS SOLITONS & FRACTALS, 2016, 91 :549-553
[10]  
DUBOIS D, 1984, BUSEFAL, V19, P83