290 citations · 1.2k across the 29 of their papers we have counts for
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Simply Logical -- Intelligent Reasoning by Example (Fully Interactive Online Edition)
Peter Flach, Kacper Sokol
"Simply Logical -- Intelligent Reasoning by Example" by Peter Flach was first published by John Wiley in 1994. It could be purchased as book-only or with a 3.5 inch diskette contai…
Explainability Is in the Mind of the Beholder: Establishing the Foundations of Explainable Artificial Intelligence
Kacper Sokol, Peter Flach
Explainable artificial intelligence and interpretable machine learning are research domains growing in importance. Yet, the underlying concepts remain somewhat elusive and lack gen…
Threshold Choice Methods: the Missing Link
José Hernández-Orallo, Peter Flach, Cèsar Ferri
Many performance metrics have been introduced for the evaluation of classification performance, with different origins and niches of application: accuracy, macro-accuracy, area und…
Technical Note: Towards ROC Curves in Cost Space
José Hernández-Orallo, Peter Flach, Cèsar Ferri
ROC curves and cost curves are two popular ways of visualising classifier performance, finding appropriate thresholds according to the operating condition, and deriving useful aggr…