Presence Variations for E&E Transitions Explainability - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year :

Presence Variations for E&E Transitions Explainability

Abstract

The exploration and exploitation (E&E) of a search space are fundamental processes in many fields of artificial intelligence. Indeed, it is important to ensure that many regions of the search space are examined, so as not to get trapped in a local optimum, but also that the promising regions are examined more in depth in order to find good local optima. Metaheuristics (MHs) are popular to perform E&E tasks. Explaining the dynamics of both processes is a repeated demand of researchers and practitioners, but remains a challenge. This paper presents an approach giving information about how a MH explores and exploits the search space. This approach is based on a way of representing transitions through presence variation vectors and associated proposed indicators, used to make transitions between E&E explicit and intelligible. Experimentations show the relevance of the proposed indicators.
No file

Dates and versions

hal-03737238 , version 1 (24-07-2022)

Identifiers

  • HAL Id : hal-03737238 , version 1

Cite

Alexandre Bettinger, Armelle Brun, Anne Boyer. Presence Variations for E&E Transitions Explainability. KES 2022 - 26th International Conference on Knowledge Based and Intelligent information and Engineering Systems, Sep 2022, Verona, Italy. ⟨hal-03737238⟩
37 View
0 Download

Share

Gmail Facebook Twitter LinkedIn More