Prediction of Continuous Phenotypes in Mouse, Fly, and Rice Genome Wide Association Studies with Support Vector Regression SNPs and Ridge Regression Classifier.
Abdulrhman AljouieUsman RoshanPublished in: ICMLA (2015)
Keyphrases
- genome wide association studies
- support vector regression
- ridge regression
- support vector machine
- regression method
- complex diseases
- support vector
- genome wide
- regression methods
- regression model
- support vector machine svm
- svm classifier
- biological data
- ls svm
- high throughput
- single nucleotide polymorphisms
- kernel function
- training set
- training data
- human genome
- prediction model
- generalization ability
- linear regression
- feature space
- multi layer perceptron
- feature set
- knn
- feature vectors
- neural network
- genetic variation
- k nearest neighbour
- feature ranking
- k nearest neighbor
- classification accuracy
- pattern recognition
- learning algorithm