Robust Model Selection Using Cross Validation: A Simple Iterative Technique for Developing Robust Gene Signatures in Biomedical Genomics Applications.
Ramasubbu VenkateshCharles RowlandHongjin HuangOlivia T. AbarJohn SninskyPublished in: ICMLA (2006)
Keyphrases
- model selection
- cross validation
- hyperparameters
- parameter estimation
- variable selection
- support vector
- regression model
- information criterion
- sample size
- generalization error
- feature selection
- error estimation
- data sets
- leave one out cross validation
- gaussian process
- machine learning
- meta learning
- probabilistic model
- statistical inference
- text mining
- upper bound
- marginal likelihood
- model selection criteria