Thresholded Ordered Sparse CCA
Calculates cpev
Performs eigen decomposition of a matrix in PS space.
Performs matrix residualisation over estimated canonical vectors by us...
Get location of required.
Initialised the canonical vector for the iterative process based on po...
Calculates mode.
Plot heatmap of cv w.r.t. the penalty parameter perfotmance.
Plot slection stability for penalty parameter performance.
Performs power method.
Progress bar
Performs matrix residualisation over estimated canonical vectors. Ther...
Standardises matrices with multiple measurements per individual.
Performs scalling for matrix residualisation based on calculated coeff...
Stardardise a matrix
Computes permutatied cc fot TOSCCA-MM
Sparse Canonical Correlation Analysis. Computation of CC via NIPALS wi...
Sparse Canonical Correlation Analysis. Computation of CC via NIPALS wi...
Get latent variables
Permutation testing for toscca
Sparse Canonical Correlation Analysis. Computation of CC via NIPALS wi...
Get the estatistic for the permutations.
Computes TOSCCA-MM
Performs Thresholded Ordered Sparse Canonical Correlation Analysis (CCA). For more details see Senar, N. (2024) <doi:10.1093/bioadv/vbae021> and Senar, N. et al. (2025) <doi:10.48550/arXiv.2503.15140>.