Identification of associations between genotypes and longitudinal phenotypes via temporally-constrained group sparse canonical correlation analysis.
Xiaoke HaoChanxiu LiJingwen YanXiaohui YaoShannon L. RisacherAndrew J. SaykinLi ShenDaoqiang ZhangPublished in: Bioinform. (2017)
Keyphrases
- canonical correlation analysis
- multivariate statistical
- least squares
- norm regularization
- genetic variation
- genome wide association studies
- complex diseases
- association rules
- canonical correlations
- partial least squares
- equivalence relationship
- single nucleotide polymorphisms
- sequence data
- genome wide
- semi supervised
- feature extraction
- data mining
- data sets
- dimensionality reduction methods
- dna sequences
- human genome
- high throughput
- support vector machine svm
- feature vectors