# Toward a Dempster-Shafer theory of concepts

**Authors:** Sabine Frittella, Krishna Manoorkar, Alessandra Palmigiano, Apostolos, Tzimoulis, Nachoem M. Wijnberg

arXiv: 1908.05145 · 2021-05-19

## TL;DR

This paper extends Dempster-Shafer theory to formal concepts, enabling belief representation and combination in conceptual frameworks, which enhances reasoning under uncertainty in AI.

## Contribution

It generalizes Dempster-Shafer theory from predicates to formal concepts, introducing belief functions and combination rules for conceptual reasoning.

## Key findings

- Representation of conceptual belief functions as inner measures
- Dempster-Shafer rule of combination for formal concepts
- Enhanced reasoning under uncertainty in conceptual domains

## Abstract

In this paper, we generalize the basic notions and results of Dempster-Shafer theory from predicates to formal concepts. Results include the representation of conceptual belief functions as inner measures of suitable probability functions, and a Dempster-Shafer rule of combination on belief functions on formal concepts.

## Full text

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## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/1908.05145/full.md

## References

19 references — full list in the complete paper: https://tomesphere.com/paper/1908.05145/full.md

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Source: https://tomesphere.com/paper/1908.05145