Comparison of variable selection methods in partial least squares regression

A Kernel Partial least square based feature selection method

(2018) Upasana Talukdar et al.   PATTERN RECOGNITION

Variable selection in partial least squares with the weighted variable contribution to the first singular value of the covariance matrix

(2018) Weilu Lin et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Hotelling T 2 based variable selection in partial least squares regression

(2016) Tahir Mehmood   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

simrel — A versatile tool for linear model data simulation based on the concept of a relevant subspace and relevant predictors

(2015) Solve Sæbø et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Interpretation of variable importance in Partial Least Squares with Significance Multivariate Correlation (sMC)

(2014) Thanh N. Tran et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Distribution based truncation for variable selection in subspace methods for multivariate regression

(2013) Kristian Hovde Liland et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

A review of variable selection methods in Partial Least Squares Regression

(2012) Tahir Mehmood et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

A Partial Least Squares based algorithm for parsimonious variable selection

(2011) Tahir Mehmood et al.   Algorithms for Molecular Biology

Mining for genotype-phenotype relations in Saccharomyces using partial least squares

(2011) Tahir Mehmood et al.   BMC BIOINFORMATICS

Interpretation of partial least squares regression models by means of target projection and selectivity ratio plots

(2010) Olav M. Kvalheim   JOURNAL OF CHEMOMETRICS

Recipe for revealing informative metabolites based on model population analysis

(2010) Hong-Dong Li et al.   Metabolomics

Discriminating Variable Test and Selectivity Ratio Plot: Quantitative Tools for Interpretation and Variable (Biomarker) Selection in Complex Spectral or Chromatographic Profiles

(2009) Tarja Rajalahti et al.   ANALYTICAL CHEMISTRY

A wavelength selection method based on randomization test for near-infrared spectral analysis

(2009) Heng Xu et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

A Bootstrap-VIP approach for selecting wavelength intervals in spectral imaging applications

(2009) Ryan Gosselin et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

X-tended target projection (XTP)-comparison with orthogonal partial least squares (OPLS) and PLS post-processing by similarity transformation (PLS + ST)

(2008) Olav M. Kvalheim et al.   JOURNAL OF CHEMOMETRICS

A Sparse PLS for Variable Selection when Integrating Omics Data

(2008) Kim-Anh Lê Cao et al.   Statistical Applications in Genetics and Molecular Biology

Comments on: Augmenting the bootstrap to analyze high dimensional genomic data

(2008) Sündüz Keleş et al.   TEST

A variable selection method based on uninformative variable elimination for multivariate calibration of near-infrared spectra

(2007) Wensheng Cai et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS