Dimension reduction of gene expression data

DOI10.1080/15598608.2017.1413456zbMath1425.62083OpenAlexW2799728137MaRDI QIDQ2322003

Kumer P. Das, Mithun Acharjee, Shannon Ciccarello, Jaylen Lee

Publication date: 27 August 2019

Published in: Journal of Statistical Theory and Practice (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/15598608.2017.1413456

zbMATH Keywords

principal component analysisPLS regressionDNA methylation\(Y\)-aware PCRelastic net regressionsupervised PCR

Mathematics Subject Classification ID

Factor analysis and principal components; correspondence analysis (62H25) Applications of statistics to biology and medical sciences; meta analysis (62P10) General nonlinear regression (62J02) Protein sequences, DNA sequences (92D20)

Uses Software

• R
• impute

Cites Work

• Regularization and Variable Selection Via the Elastic Net
• Robust singular value decomposition analysis of microarray data
• Prediction by Supervised Principal Components

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