Stepwise Model Selection for Sequence Prediction via Deep Kernel Learning.
Yao ZhangDaniel JarrettMihaela van der SchaarPublished in: AISTATS (2020)
Keyphrases
- model selection
- kernel learning
- kernel matrix
- cross validation
- support vector regression
- multiple kernel learning
- sample size
- parameter estimation
- kernel function
- regression model
- hyperparameters
- generalization error
- feature selection
- machine learning
- learning tasks
- variable selection
- kernel methods
- gaussian process
- semi supervised
- pairwise constraints
- higher order
- unsupervised learning
- support vector
- learning problems
- dimensionality reduction
- learning algorithm