Adia C. Lumadjeng

Rule Generation for Classification: Scalability, Interpretability, and Fairness

2021 · arXiv (Cornell University)

We introduce a new rule-based optimization method for classification with constraints. The proposed method leverages column generation for linear programming, and hence, is scalable to large datasets. The resulting pricing subproblem is shown to be …