R: Canonical Correlation Analysis via Reduced Rank Regression

# Canonical Correlation Analysis via Reduced Rank Regression

## Documentation for package ‘ccar3’ version 0.1.2

- DESCRIPTION file.

## Help Pages

cca_graph_rrr | Graph-regularized Reduced-Rank Regression for Canonical Correlation Analysis
cca_graph_rrr_cv | Graph-regularized Reduced-Rank Regression for Canonical Correlation Analysis with cross validation
cca_group_rrr | Group-Sparse Canonical Correlation via Reduced-Rank Regression
cca_group_rrr_cv | Group-Sparse Canonical Correlation via Reduced-Rank Regression with CV
cca_rrr | Canonical Correlation Analysis via Reduced Rank Regression (RRR)
cca_rrr_cv | Cross-validated Canonical Correlation Analysis via RRR
ecca | Efficient CCA for Two High-Dimensional Views
ecca.cv | Cross-Validated Efficient CCA
FPR | False Positive Rate (TPR)
get_edge_incidence | Return the edge incidence matrix of an igraph graph
principal_angles | Metrics for subspaces
regular_cca | Function to perform regular (low dimensional) canonical correlation analysis (CCA
SCCA_Parkhomenko | Function to perform Sparse CCA based on Waaijenborg et al. (2008) REFERENCE Parkhomenko et al. (2009), "Sparse Canonical Correlation Anlaysis with Application to Genomic Data Integration" in Statistical Applications in Genetics and Molecular Biology, Volume 8, Issue 1, Article 1
sinTheta | SinTheta distance between subspaces
SparseCCA | Function to perform Sparse CCA based on Wilms and Croux (2018) REFERENCE Wilms, I., & Croux, C. (2018). Sparse canonical correlation analysis using alternating regressions. Journal of Computational and Graphical Statistics, 27(1), 1-10.
sparse_CCA_benchmarks | Additional Benchmarks for Sparse CCA Methods
subdistance | Subdistance between subspaces
TNR | True Negative Rate (TNR)
TPR | True Positive Rate (TPR)
Witten.CV | Sparse CCA by Witten and Tibshirani (2009)