<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>This paper analyzes the different definitions of a negator of a probability mass function (pmf) and a Basic Belief Assignment (BBA) available in the literature. To overcome their limitations we propose an involutory negator of BBA, and we present a new indirect information fusion method based on this negator which can simplify the conflict management problem. The direct and indirect information fusion strategies are analyzed for three interesting examples of fusion of two BBAs. We also propose two methods for using the whole available information (the original BBAs and their negators) for decision-making support. The first method is based on the combination of the direct and indirect fusion strategies, and the second method selects the most reasonable fusion strategy to apply (direct, or indirect) based on the maximum entropy principle.</p>
</abstract>

This paper analyzes the different definitions of a negator of a probability mass function (pmf) and a Basic Belief Assignment (BBA) available in the literature. To overcome their limitations we propose an involutory negator of BBA, and we present a new indirect information fusion method based on this negator which can simplify the conflict management problem. The direct and indirect information fusion strategies are analyzed for three interesting examples of fusion of two BBAs. We also propose two methods for using the whole available information (the original BBAs and their negators) for decision-making support. The first method is based on the combination of the direct and indirect fusion strategies, and the second method selects the most reasonable fusion strategy to apply (direct, or indirect) based on the maximum entropy principle.

Involutory Negator of Basic Belief Assignments

Cybernetics and Information Technologies

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

{"article-title":"Involutory Negator of Basic Belief Assignments"}

This paper analyzes the different definitions of a negator of a probability mass function (pmf) and a Basic Belief Assignment (BBA) available in the...

Involutory Negator of Basic Belief Assignments

Online veröffentlicht: 28. Sept. 2023

Seitenbereich: 3 - 22

Eingereicht: 25. Apr. 2023

Akzeptiert: 05. Juni 2023

DOI: https://doi.org/10.2478/cait-2023-0021

Schlüsselwörter
Belief functions, BBA negator, Information fusion, Measure of uncertainty, Entropy

© 2023 Jean Dezert et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Involutory Negator of Basic Belief Assignments

Online veröffentlicht: 28. Sept. 2023

Seitenbereich: 3 - 22

Eingereicht: 25. Apr. 2023

Akzeptiert: 05. Juni 2023

DOI: https://doi.org/10.2478/cait-2023-0021

SchlüsselwörterBelief functions, BBA negator, Information fusion, Measure of uncertainty, Entropy

© 2023 Jean Dezert et al., published by Sciendo

This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

Schlüsselwörter
Belief functions, BBA negator, Information fusion, Measure of uncertainty, Entropy