Model Selection for Support Vector Classifiers via Genetic Algorithms. An Application to Medical Decision Support.
Gilles CohenMelanie HilarioAntoine GeissbühlerPublished in: ISBMDA (2004)
Keyphrases
- model selection
- medical decision support
- genetic algorithm
- intelligent systems
- cross validation
- intelligent data mining
- hyperparameters
- neural network
- statistical learning
- sample size
- parameter estimation
- regression model
- mixture model
- machine learning
- fitness function
- error estimation
- statistical inference
- simulated annealing
- feature selection
- meta learning
- fuzzy logic
- artificial neural networks
- leave one out cross validation
- bayesian learning
- motion segmentation
- marginal likelihood
- selection criterion
- generalization error
- variable selection
- bayesian information criterion
- information criterion
- model selection criteria
- data mining
- bayesian methods
- gaussian process
- computational intelligence
- upper bound