Optimal decision trees for categorical data via integer programming.
Oktay GünlükJayant KalagnanamMinhan LiMatt MenickellyKatya ScheinbergPublished in: J. Glob. Optim. (2021)
Keyphrases
- integer programming
- categorical data
- decision trees
- cluster analysis
- numerical data
- numeric data
- linear programming
- parameter free
- lagrangian relaxation
- constraint programming
- np hard
- production planning
- column generation
- set covering
- cutting plane
- ai planning
- distance based outlier detection
- cutting plane algorithm
- integer program
- valid inequalities
- dynamic programming
- optimal solution
- databases
- hierarchical latent class models
- rule induction
- unsupervised learning
- objective function
- training data
- data mining