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cs.AI2025
Leveraging Association Rules for Better Predictions and Better Explanations
Gilles Audemard, Sylvie Coste-Marquis, Pierre Marquis +2
We present a new approach to classification that combines data and knowledge. In this approach, data mining is used to derive association rules (possibly with negations) from data.…
cs.AI2022★ 1 cited
Computing Abductive Explanations for Boosted Trees
Gilles Audemard, Jean-Marie Lagniez, Pierre Marquis +1
Boosted trees is a dominant ML model, exhibiting high accuracy. However, boosted trees are hardly intelligible, and this is a problem whenever they are used in safety-critical appl…