Exact Count of Boundary Pieces of ReLU Classifiers: Towards the Proper Complexity Measure for Classification.
Pawel PiwekAdam KlukowskiTianyang HuPublished in: UAI (2023)
Keyphrases
- classification systems
- classification algorithm
- decision trees
- support vector
- class labels
- confusion matrix
- complexity measures
- classification models
- feature selection
- classification rate
- classification method
- improves the classification accuracy
- nearest neighbor classifier
- training samples
- classification schemes
- optimum path forest
- supervised classification
- training set
- classification decisions
- classification scheme
- classification process
- pattern recognition
- classifier combination
- accurate classification
- higher classification accuracy
- k nearest neighbour
- machine learning algorithms
- machine learning methods
- accurate classifiers
- classification procedure
- multi category
- multiple classifier systems
- rule based classifier
- multiclass classification
- classification accuracy
- support vector machine svm
- ensemble classifier
- correctly classified
- supervised learning
- support vector machine
- image classification
- support vector machine classifiers
- text classification
- multiple classifiers
- training data
- probabilistic classifiers
- decision boundary
- majority voting
- binary classifiers
- feature space
- bayesian classifier
- machine learning
- multi class
- final classification
- svm classifier
- individual classifiers
- combining classifiers
- associative classifiers
- cost sensitive
- learning algorithm
- ensemble methods