TopoReg: A Topological Regularizer for Classifiers.
Chao ChenXiuyan NiQinxun BaiYusu WangPublished in: CoRR (2018)
Keyphrases
- training data
- training samples
- decision trees
- naive bayes
- feature selection
- support vector
- machine learning algorithms
- classification rate
- classification method
- total variation
- supervised classification
- semi supervised
- feature set
- test set
- classification algorithm
- linear classifiers
- ensemble classifier
- individual classifiers
- ensemble learning
- multiple classifiers
- classification accuracy
- training set
- regularization framework
- classifier combination
- majority voting
- topological spaces
- topological properties
- decision boundary
- learning classifier systems
- roc curve
- machine learning methods
- class labels
- text classification