Principal components regression: Multivariate, gene-based tests in imaging genomics.
Derrek P. HibarJason L. SteinOmid KohannimNeda JahanshadClifford R. JackMichael WeinerArthur W. TogaPaul M. ThompsonPublished in: ISBI (2011)
Keyphrases
- principal components
- multivariate data
- principal component regression
- regression model
- principal component analysis
- partial least squares
- statistical tests
- image processing
- microarray
- gene expression
- high throughput
- hyperplane
- dimensionality reduction
- principal components analysis
- kernel space
- gene expression data
- high resolution
- image analysis
- data sets
- spectral data
- linear regression
- support vector regression
- computer vision
- regression methods
- factor analysis
- biological data
- covariance matrix
- biomedical literature
- neural network
- model selection
- text mining
- regression method
- kernel principal component analysis
- feature extraction