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stat.ML2019★ 6 cited
Sparse Canonical Correlation Analysis via Concave Minimization
Omid S. Solari, James B. Brown, Peter J. Bickel
A new approach to the sparse Canonical Correlation Analysis (sCCA)is proposed with the aim of discovering interpretable associations in very high-dimensional multi-view, i.e.observ…
stat.ML2019
BLOCCS: Block Sparse Canonical Correlation Analysis With Application To Interpretable Omics Integration
Omid Shams Solari, Rojin Safavi, James B. Brown
We introduce Block Sparse Canonical Correlation Analysis which estimates multiple pairs of canonical directions (together a "block") at once, resulting in significantly improved or…