Quantum model of mass function

被引:63
作者
Gao, Xiaozhuan [1 ]
Deng, Yong [1 ]
机构
[1] Univ Elect Sci & Technol China, Inst Fundamental & Frontier Sci, Chengdu 610054, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
basic probability assignment; belief function; Dempster-Shafer evidence theory; mass function; quantum theory; NUMBER; INFORMATION;
D O I
10.1002/int.22208
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dempster-Shafer (D-S) evidence theory has been used in many fields due to the flexibility and effectiveness in modelling uncertainties, which is the extension of classical probability. Uncertainty principle is one of the most important principles in quantum theory, which has been used in many fields. How to set the connection between quantum theory and D-S evidence theory is also an open issue. Hence, the paper proposed the quantum model of mass function to consider the quantum theory and D-S evidence theory. In the proposed quantum method, quantum mass function uses euler formula to represent. The paper also discusses some operations based on the quantum model of the mass function. Moreover, the paper also discusses the relationship between quantum mass function and classical mass function by using some numerical examples. Classical mass function is a special case when there is no interference in quantum mass function. Similar to the other quantum models, this study provides a more wide application in quantum information.
引用
收藏
页码:267 / 282
页数:16
相关论文
共 69 条
[1]   Quantum information and computation [J].
Bennett, CH ;
DiVincenzo, DP .
NATURE, 2000, 404 (6775) :247-255
[2]   A target identification comparison of Bayesian and Dempster-Shafer multisensor fusion [J].
Buede, DM ;
Girardi, P .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1997, 27 (05) :569-577
[3]  
Busemeyer JR., 2012, Quantum models of cognition and decision, DOI [10.1017/CBO9780511997716, DOI 10.1017/CBO9780511997716]
[4]   Emergency Alternative Selection Based on an E-IFWA Approach [J].
Chen, Luyuan ;
Yu, Hui .
IEEE ACCESS, 2019, 7 :44431-44440
[5]   UPPER AND LOWER PROBABILITIES INDUCED BY A MULTIVALUED MAPPING [J].
DEMPSTER, AP .
ANNALS OF MATHEMATICAL STATISTICS, 1967, 38 (02) :325-&
[6]   Entropic methodology for entanglement measures [J].
Deng, Wei ;
Deng, Yong .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 512 :693-697
[7]   Evaluating Green Supply Chain Management Practices Under Fuzzy Environment: A Novel Method Based on D Number Theory [J].
Deng, Xinyang ;
Jiang, Wen .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2019, 21 (05) :1389-1402
[8]  
DING W, 2018, IEEE T CYBERNETICS, V99, P1
[9]   A Layered-Coevolution-Based Attribute-Boosted Reduction Using Adaptive Quantum-Behavior PSO and Its Consistent Segmentation for Neonates Brain Tissue [J].
Ding, Weiping ;
Lin, Chin-Teng ;
Prasad, Mukesh ;
Cao, Zehong ;
Wang, Jiandong .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (03) :1177-1191
[10]  
Dirac P.A.M., 1981, The principles of quantum mechanics