Sparse multi-block PLSR for biomarker discovery when integrating data from LC–MS and NMR metabolomics

Comparison of Sparse and Jack-knife partial least squares regression methods for variable selection

(2013) İbrahim Karaman 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

Different metabolic and absorption patterns of betaine in response to dietary intake of whole-wheat grain, wheat aleurone or rye aleurone in catheterized pigs

(2012) Christian Clement Yde et al.   EUROPEAN FOOD RESEARCH AND TECHNOLOGY

Statistical strategies for relating metabolomics and proteomics data: a real case study in nutrition research area

(2012) Thomas Moyon et al.   Metabolomics

Oxylipins discriminate between whole grain wheat and wheat aleurone intake: a metabolomics study on pig plasma

(2012) Natalja P. Nørskov et al.   Metabolomics

Fish Oil Supplementation Alters the Plasma Lipidomic Profile and Increases Long-Chain PUFAs of Phospholipids and Triglycerides in Healthy Subjects

(2012) Inger Ottestad et al.   PLoS One

Model validation and error estimation in multi-block partial least squares regression

(2011) Sahar Hassani et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Multiblock principal component analysis: an efficient tool for analyzing metabolomics data which contain two influential factors

(2011) Yun Xu et al.   Metabolomics

Double-check: validation of diagnostic statistics for PLS-DA models in metabolomics studies

(2011) Ewa Szymańska et al.   Metabolomics

MZmine 2: Modular framework for processing, visualizing, and analyzing mass spectrometry-based molecular profile data

(2010) Tomáš Pluskal et al.   BMC BIOINFORMATICS

Products deriving from microbial fermentation are linked to insulinaemic response in pigs fed breads prepared from whole-wheat grain and wheat and rye ingredients

(2010) Peter Kappel Theil et al.   BRITISH JOURNAL OF NUTRITION

Analysis of -omics data: Graphical interpretation- and validation tools in multi-block methods

(2010) Sahar Hassani et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Sparse partial least squares regression for simultaneous dimension reduction and variable selection

(2010) Hyonho Chun et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Sparse Partial Least Squares Classification for High Dimensional Data

(2010) Dongjun Chung et al.   Statistical Applications in Genetics and Molecular Biology

Sparse canonical methods for biological data integration: application to a cross-platform study

(2009) Kim-Anh Lê Cao et al.   BMC BIOINFORMATICS

Expression Quantitative Trait Loci Mapping With Multivariate Sparse Partial Least Squares Regression

(2009) H. Chun et al.   GENETICS

A Sparse PLS for Variable Selection when Integrating Omics Data

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

Sparse principal component analysis via regularized low rank matrix approximation

(2007) Haipeng Shen et al.   JOURNAL OF MULTIVARIATE ANALYSIS