Developing guidelines for functionally-grounded evaluation of explainable artificial intelligence using tabular data

Mythreyi Velmurugan, Chun Ouyang, Yue Xu, Renuka Sindhgatta, Bemali Wickramanayake, Catarina Moreira

Abstract: Highlights•Investigation of functionally-grounded XAI evaluation when using tabular data.•Twenty evaluation criteria and six dimensions of quality are identified.•Guidelines on conducting functionally-grounded evaluation are extracted.•Emerging areas of research and key future directions are identified.