Ensemble Methods for Robust Support Vector Machines using Integer Programming.
Jannis KurtzPublished in: CoRR (2022)
Keyphrases
- integer programming
- ensemble methods
- support vector
- generalization ability
- binary classification
- ensemble learning
- learning machines
- linear programming
- random forests
- prediction accuracy
- benchmark datasets
- np hard
- machine learning methods
- constraint programming
- column generation
- decision trees
- drifting concepts
- base classifiers
- support vector machine
- classification accuracy
- cutting plane algorithm
- integer program
- maximum margin
- hyperplane
- data mining
- feature selection
- machine learning
- base learners
- round robin tournament
- bootstrap sampling
- feature subset
- svm classifier
- logistic regression
- loss function
- np complete
- lower bound