Mariano J. Valderrama

Robust principal component analysis for functional data

Nicholas Locantore, J. S. Marron, Douglas G. Simpson et al. · Test · 1999 · 358 citations

Engineering, Robust Statistic, Functional Data +5

Using principal components for estimating logistic regression with high-dimensional multicollinear data

Ana M. Aguilera, Manuel Escabias, Mariano J. Valderrama · Computational Statistics & Data Analysis · 2005 · 218 citations · Full text

High-dimensional Multicollinear Data, Engineering, Multivariate Analysis +9

Principal component estimation of functional logistic regression: discussion of two different approaches

Manuel Escabias, Ana M. Aguilera, Mariano J. Valderrama · Journal of nonparametric statistics · 2004 · 131 citations

Sample Paths, Engineering, Functional Variable +17

Modeling environmental data by functional principal component logistic regression

Manuel Escabias, Ana M. Aguilera, Mariano J. Valderrama · Environmetrics · 2004 · 92 citations

Environmental Monitoring, Engineering, Ecological Modelling +16

Functional PLS logit regression model

Manuel Escabias, Ana M. Aguilera, Mariano J. Valderrama · Computational Statistics & Data Analysis · 2006 · 70 citations · Full text