A Unified Approach to Extract Intepretable Rules from Tree Ensembles via Integer Programming.
Lorenzo BonaseraEmilio CarrizosaPublished in: CoRR (2024)
Keyphrases
- integer programming
- tree ensembles
- np hard
- constraint programming
- cutting plane algorithm
- linear programming
- random forests
- set covering problem
- cutting plane
- lagrangian relaxation
- valid inequalities
- integer program
- column generation
- set covering
- vehicle routing problem with time windows
- ai planning
- machine learning
- attribute values
- benchmark datasets
- knn
- artificial neural networks