The Construction of Explanations in Intelligent Systems on the Basis of Interactive Clarification of the Decision’s Reasons

Authors

  • Volodymyr Leshchynskyi Kharkiv National University of Radio Electronics, Ukraine
  • Irina Leshchynska Kharkiv National University of Radio Electronics, Ukraine

DOI:

https://doi.org/10.30837/csitic52021232899

Keywords:

explanation, interpretation, explainable intelligent information system

Abstract

The problem of interactive formation of explanations in intelligent information systems, as a problem of interactive interpretation and substantiation of stages of decision-making is considered. A combined approach to constructing an explanation is proposed, which combines the interpretation of the process of the intelligent system and the explanation of the obtained result. The approach implements the process of interactive clarification of the reasons for the decision as a basis for explanation.

References

J.E. Mercado, M.A. Rupp, J.Y. Chen, M.J. Barnes, D. Barber, K. Procci, “Intelligent agent transparency in human–agent teaming for multi-UxV manage-men”t, Hum. Factors, №58(3), pp. 401–415, 2016.

P.Miller, L.`Howe, Sonenberg, “Explainable AI: beware of inmates running the asylum”, IJCAI 2017 Workshop on Explainable Artificial Intelligence (XAI), pp.36–42, 2017/

Published

2021-05-30

Issue

Section

DESIGN, IMPLEMENTATION AND OPERATION OF INFORMATION SYSTEMS AND TECHNOLOGIES