reviewApplied SciencesJan 27, 2022GOLD OA

A Systematic Review of Explainable Artificial Intelligence in Terms of Different Application Domains and Tasks

Mälardalen University

Indexed incrossrefdoaj

Abstract

Artificial intelligence (AI) and machine learning (ML) have recently been radically improved and are now being employed in almost every application domain to develop automated or semi-automated systems. To facilitate greater human acceptability of these systems, explainable artificial intelligence (XAI) has experienced significant growth over the last couple of years with the development of highly accurate models but with a paucity of explainability and interpretability. The literature shows evidence from numerous studies on the philosophy and methodologies of XAI. Nonetheless, there is an evident scarcity of secondary studies in connection with the application domains and tasks, let alone review studies…

Citation impact

296
total citations
FWCI
37.59
Percentile
100%
References
194
Citations per year

Authors

4

Topics & keywords

Keywords
  • Interpretability
  • Computer science
  • Domain (mathematical analysis)
  • Artificial intelligence
  • Systematic review
  • Scarcity
  • Management science
  • Quality (philosophy)
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