Softmax-based Classification is k-means Clustering: Formal Proof, Consequences for Adversarial Attacks, and Improvement through Centroid Based Tailoring.
Sibylle HessWouter DuivesteijnDecebal Constantin MocanuPublished in: CoRR (2020)
Keyphrases
- formal proof
- k means
- classification method
- pattern recognition
- support vector
- classification scheme
- pattern classification
- classification accuracy
- feature extraction
- text classification
- feature set
- preprocessing
- support vector machine
- feature selection
- automatic classification
- feature space
- classification rules
- classification algorithm
- support vector machine svm
- training samples
- feature vectors
- model selection
- class labels
- decision rules
- expert systems
- image classification
- active learning
- classification models
- theorem prover
- supervised learning
- semi supervised
- countermeasures
- significant improvement