Phylogenetic canonical correlation analysis, following Revell & Harrison (2008).
phyl.cca(tree, X, Y, lambda=1.0, fixed=TRUE)An object of class "phyl.cca" containing the following elements:
canonical correlations.
coefficients for the canonical variables for X.
coefficients for the canonical variables for Y.
matrix with the canonical scores for X.
matrix with the canonical scores for Y.
vector of \(\chi^2\) values.
P-values for the hypothesis test that the ith and all subsequent correlations are zero.
a phylogenetic tree in "phylo" format.
a data matrix with traits in columns.
data matrix with traits in columns, to be correlated with X.
optionally, a (fixed) value for \(\lambda\).
optionally, a logical value indicating whether or not to estimate \(\lambda\) using likelihood.
Liam Revell liam.revell@umb.edu
(Optional) joint optimization of \(\lambda\) is performed using optimize on the interval (0,1).
Revell, L. J., Harrison, A. S. (2008) PCCA: A program for phylogenetic canonical correlation analysis. Bioinformatics, 24, 1018-1020.
Revell, L. J. (2024) phytools 2.0: an updated R ecosystem for phylogenetic comparative methods (and other things). PeerJ, 12, e16505.
phyl.pca