Some geometrical and topological properties of DNNs' decision boundaries.
Bo LiuMengya ShenPublished in: Theor. Comput. Sci. (2022)
Keyphrases
- topological properties
- decision boundary
- axis parallel
- pattern classification
- structural properties
- training samples
- support vector machine
- hyperplane
- training set
- linear classifiers
- nearest neighbor
- data points
- data distribution
- kernel function
- feature extraction
- class distribution
- multi class
- support vectors
- unlabeled data
- semi supervised learning
- dimensionality reduction
- base classifiers
- training dataset
- upper bound
- knn
- pattern recognition