TY - GEN
T1 - Quantum Representation of Basic Probability Assignments Based on Mixed Quantum States
AU - Deng, Xinyang
AU - Jiang, Wen
N1 - Publisher Copyright:
© 2021 International Society of Information Fusion (ISIF).
PY - 2021
Y1 - 2021
N2 - Understanding the uncertainty is a very important issue in Dempster-Shafer theory (DST) for modelling and fusing uncertain information. In traditional views, the uncertainty involved in a basic probability assignment (BPA) of DST is interpreted in many ways, including intervals of probabilities, non-additive probabilities, degrees of belief, random sets, etc. In this paper, the idea of quantum is imported in DST to interpret the origin of uncertainty in a BPA. Within the study, a novel scheme is proposed to implement the quantum representation of BPA. and several important concepts, including degree of quantum effect, generation of belief and plausibility measures based on BPA's quantum representation, quantum entropy and observed entropy of a BPA, as well as their properties, are also investigated. The study provides a new viewpoint to understand the uncertainty involved in a BPA and interpret the BPA. Numerical examples and analysis about the quantum representation of BPA are given to illustrate the study.
AB - Understanding the uncertainty is a very important issue in Dempster-Shafer theory (DST) for modelling and fusing uncertain information. In traditional views, the uncertainty involved in a basic probability assignment (BPA) of DST is interpreted in many ways, including intervals of probabilities, non-additive probabilities, degrees of belief, random sets, etc. In this paper, the idea of quantum is imported in DST to interpret the origin of uncertainty in a BPA. Within the study, a novel scheme is proposed to implement the quantum representation of BPA. and several important concepts, including degree of quantum effect, generation of belief and plausibility measures based on BPA's quantum representation, quantum entropy and observed entropy of a BPA, as well as their properties, are also investigated. The study provides a new viewpoint to understand the uncertainty involved in a BPA and interpret the BPA. Numerical examples and analysis about the quantum representation of BPA are given to illustrate the study.
KW - Basic probability assignment
KW - Dempster-Shafer theory
KW - Mixed states
KW - Quantum representation
KW - Uncertainty
UR - http://www.scopus.com/inward/record.url?scp=85123402021&partnerID=8YFLogxK
M3 - 会议稿件
AN - SCOPUS:85123402021
T3 - Proceedings of 2021 IEEE 24th International Conference on Information Fusion, FUSION 2021
BT - Proceedings of 2021 IEEE 24th International Conference on Information Fusion, FUSION 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 24th IEEE International Conference on Information Fusion, FUSION 2021
Y2 - 1 November 2021 through 4 November 2021
ER -