So you think you can PLS-DA?

mixOmics: An R package for ‘omics feature selection and multiple data integration

(2017) Florian Rohart et al.   PLoS Computational Biology

Quantifying the human vaginal community state types (CSTs) with the species specificity index

(2017) Zhanshan (Sam) Ma et al.   PeerJ

Approaches to Sample Size Determination for Multivariate Data: Applications to PCA and PLS-DA of Omics Data

(2016) Edoardo Saccenti et al.   JOURNAL OF PROTEOME RESEARCH

Microbial ecosystems are dominated by specialist taxa

(2015) Mahendra Mariadassou et al.   ECOLOGY LETTERS

Partial least squares discriminant analysis: taking the magic away

(2014) Richard G. Brereton et al.   JOURNAL OF CHEMOMETRICS

Utilities for quantifying separation in PCA/PLS-DA scores plots

(2012) Bradley Worley et al.   ANALYTICAL BIOCHEMISTRY

Vaginal Microbiome: Rethinking Health and Disease

(2012) Bing Ma et al.   Annual Review of Microbiology

A Critical Assessment of Feature Selection Methods for Biomarker Discovery in Clinical Proteomics

(2012) Christin Christin et al.   MOLECULAR & CELLULAR PROTEOMICS

Temporal Dynamics of the Human Vaginal Microbiota

(2012) P. Gajer et al.   Science Translational Medicine

Sparse PLS discriminant analysis: biologically relevant feature selection and graphical displays for multiclass problems

(2011) Kim-Anh Lê Cao et al.   BMC BIOINFORMATICS

Some common misunderstandings in chemometrics

(2010) Karin Kjeldahl et al.   JOURNAL OF CHEMOMETRICS

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

Vaginal microbiome of reproductive-age women

(2010) J. Ravel et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Sparse Partial Least Squares Classification for High Dimensional Data

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

Classification from microarray data using probabilistic discriminant partial least squares with reject option

(2009) Cristina Botella et al.   TALANTA

Assessment of PLSDA cross validation

(2008) Johan A. Westerhuis et al.   Metabolomics

Sparse principal component analysis via regularized low rank matrix approximation

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