Integrally Private Model Selection for Support Vector Machine.
Saloni KwatraAyush K. VarshneyVicenç TorraPublished in: ESORICS Workshops (1) (2023)
Keyphrases
- model selection
- support vector machine
- feature selection
- machine learning
- cross validation
- multi class
- bayesian learning
- hyperparameters
- parameter estimation
- mixture model
- svm classifier
- sample size
- support vector
- selection criterion
- support vector machine svm
- error estimation
- model selection criteria
- variable selection
- statistical inference
- generalization error
- statistical learning
- kernel methods
- regression model
- feature vectors
- gaussian process
- motion segmentation
- learning machines
- parameter selection
- kernel function
- knn
- marginal likelihood
- parameter determination
- training set
- information criterion
- training data
- bayesian methods