Binary Classification of Gaussian Mixtures: Abundance of Support Vectors, Benign Overfitting, and Regularization.
Ke WangChristos ThrampoulidisPublished in: SIAM J. Math. Data Sci. (2022)
Keyphrases
- binary classification
- support vectors
- support vector
- support vector machine
- cross validation
- generalization error
- training data
- kernel function
- svm classifier
- multi class
- em algorithm
- hyperparameters
- hyperplane
- expectation maximization
- kernel methods
- training examples
- closed form
- covariance matrix
- feature selection
- input space
- support vector machine svm
- classification accuracy
- decision trees
- training samples
- machine learning
- training set
- learning algorithm
- multi label
- prediction accuracy
- k nearest neighbor
- small number
- probabilistic model
- image processing