Improving machine learning reproducibility in genetic association studies with proportional instance cross validation (PICV).
Elizabeth R. PietteJason H. MoorePublished in: BioData Min. (2018)
Keyphrases
- cross validation
- machine learning
- haplotype inference
- model selection
- association studies
- genome wide
- entropy minimization
- human genome
- linkage disequilibrium
- support vector
- variable selection
- single nucleotide polymorphisms
- genetic algorithm
- answer set programming
- training set
- branch and bound algorithm
- multi population
- sample size
- machine learning algorithms
- feature selection
- statistical methods
- high throughput
- machine learning methods
- learning algorithm
- objective function
- np hard problems
- evolutionary algorithm
- data mining