Exact Distribution-Free Hypothesis Tests for the Regression Function of Binary Classification via Conditional Kernel Mean Embeddings.
Ambrus TamásBalázs Csanád CsájiPublished in: IEEE Control. Syst. Lett. (2022)
Keyphrases
- binary classification
- support vector
- hyperparameters
- learning problems
- multi class
- kernel methods
- support vector machine
- kernel function
- cost sensitive
- multi label
- sample complexity
- ensemble methods
- vc dimension
- feature space
- reproducing kernel hilbert space
- generalization error
- cross validation
- prediction accuracy
- hypothesis testing
- machine learning algorithms
- sample size
- text categorization
- learning algorithm
- machine learning
- loss function
- data mining
- generative model
- low dimensional
- image classification
- dimensionality reduction
- upper bound
- active learning
- learning process
- pairwise
- feature selection
- learning machines