Performing Sparse Regularization and Dimension Reduction Simultaneously in Multimodal Data Fusion - Yang, Zhengshi; Zhuang, Xiaowei; Bird, Christopher; Sreenivasan, Karthik; Mishra, Virendra; Banks, Sarah; Cordes, Dietmar (Frontiers in neuroscience, 2019)
Keywords: Algorithms; Alzheimer's disease; Bioinformatics; canonical correlation analysis; CCA; Cognitive ability; Correlation analysis; data fusion; Datasets; Functional magnetic resonance imaging; Image processing; Medical imaging; Methods; mild cognitive impairment; Neuroimaging; Neuroscience; NMR; Nuclear magnetic resonance; PCA; Principal components analysis; Random variables; Schizophrenia; sparse principal component analysis; Sparsity; Structure-function relationships; United States--US; CCA; data fusion; MCI; mild cognitive impairment; canonical correlation analysis; sparse principal component analysis; PCA