Optimal Decision Trees For Interpretable Clustering with Constraints.
Pouya ShatiEldan CohenSheila A. McIlraithPublished in: IJCAI (2023)
Keyphrases
- decision trees
- clustering algorithm
- clustering method
- k means
- dynamic programming
- semi supervised clustering
- instance level constraints
- constrained clustering
- data clustering
- machine learning algorithms
- classification rules
- self organizing maps
- decision tree induction
- categorical data
- constrained optimization
- data mining methods
- data sets
- worst case
- unsupervised learning
- spectral clustering
- predictive accuracy
- random forest
- data points
- high dimensional
- objective function
- learning algorithm
- machine learning
- decision tree learning
- optimality criteria
- neural network