The Pragmatic Turn in Explainable Artificial Intelligence (XAI)

Unmasking Clever Hans predictors and assessing what machines really learn

Nature Communications · 2019 · 991 citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Fair, Transparent, and Accountable Algorithmic Decision-making Processes

Bruno Lepri, Nuria Oliver, Emmanuel Letouzé et al. · Philosophy & Technology · 2017 · 662 citations

Business, Decision Sciences, Decision Analysis +11

Comprehensible classification models

Alex A. Freitas · ACM SIGKDD Explorations Newsletter · 2014 · 570 citations

Computing, Data Science, Decision Support Systems +16

Is Understanding A Species Of Knowledge?

Stephen R. Grimm · The British Journal for the Philosophy of Science · 2006 · 454 citations

Humanities, Philosophy, Epistemology +6

An empirical evaluation of the comprehensibility of decision table, tree and rule based predictive models

Johan Huysmans, Karel Dejaeger, Christophe Mues et al. · Decision Support Systems · 2010 · 421 citations

Computing, Computer Science, Decision Sciences +16