GWAS on your notebook: fast semi-parallel linear and logistic regression for genome-wide association studies.
Karolina SikorskaEmmanuel LesaffrePatrick J. F. GroenenPaul H. C. EilersPublished in: BMC Bioinform. (2013)
Keyphrases
- logistic regression
- genome wide association studies
- genome wide
- linear support vector machines
- linear svm
- biological data
- decision trees
- human genome
- loss function
- support vector
- naive bayes
- complex diseases
- logistic regression models
- high throughput
- fold cross validation
- machine learning
- linkage disequilibrium
- data analysis