TY - GEN 
AU - Arciniegas-Alarcón S.
AU - García-Peña M.
AU - Krzanowski W.J.
AU - Rengifo C.
PY - 2024
SN - 15427528
UR - http://hdl.handle.net/10818/62747
AB - In this paper we consider the Gabriel form of cross-validation (CV) and we investigate how to estimate the optimum rank for lower rank approximations of any dataset that can be written in matrix form, with particular application in multivariate...
LA - eng
PB - Journal of Crop Improvement
KW - Eigenvalues
KW - Eigenvectors
KW - Matrix data
KW - Regularization
KW - Singular value decomposition
TI - Cross-validation to select the optimum rank for a reduced-rank approximation to multivariate data
DO - 10.1080/15427528.2024.2349610
ER -