Vector of two elements, specifying the size of classes (only two classes are considered)
nvar_rel
Number of variables relevant to predict the dependent variable
m
Effect size of separation between classes
A
Oracle number of score components
S1
Covariance matrix for the first class. Default NULL, i.e., the identity is considered.
S2
Covariance matrix for the second class. DefaultNULL, i.e., the identity is considered.
Author
Angela Andreella
@return List with the following objects:
X
matrix of predictor variables with nvar columns and the sum of clus.size values as number of rows.
Y
vector of dependent variable with the sum of clus.size values as length
References
For the general framework of power analysis for PLS-based methods see:
Andreella, A., Fino, L., Scarpa, B., & Stocchero, M. (2024). Towards a power analysis for PLS-based methods. arXiv preprint https://arxiv.org/abs/2403.10289.