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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.LG2025
A Rectification-Based Approach for Distilling Boosted Trees into Decision Trees
Gilles Audemard, Sylvie Coste-Marquis, Pierre Marquis +2
We present a new approach for distilling boosted trees into decision trees, in the objective of generating an ML model offering an acceptable compromise in terms of predictive perf…