Variable selection in statistical models using population-based incremental learning with applications to genome-wide association studies.
Hien Duy NguyenIan A. WoodPublished in: IEEE Congress on Evolutionary Computation (2012)
Keyphrases
- variable selection
- statistical models
- population based incremental learning
- genome wide association studies
- evolutionary algorithm
- constrained optimization
- single nucleotide polymorphisms
- statistical model
- genome wide
- cross validation
- parameter estimation
- statistical modeling
- complex diseases
- model selection
- gene gene interactions
- biological data
- high dimensional
- statistical methods
- dimension reduction
- high throughput
- human genome
- genetic algorithm
- high dimensional data
- least squares
- feature extraction