Robust data imputation

DOI10.1016/J.COMPBIOLCHEM.2008.07.019zbMath1158.62074DBLPjournals/candc/BrandenV09OpenAlexW2093496247WikidataQ33366902 ScholiaQ33366902MaRDI QIDQ1004984

Karlien Vanden Branden, Sabine Verboven

Publication date: 12 March 2009

Published in: Computational Biology and Chemistry (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.compbiolchem.2008.07.019

zbMATH Keywords

robust statisticsmicroarray dataimputation methodsmissing genes

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Biochemistry, molecular biology (92C40)

Related Items (3)

Robust regression estimation and variable selection when cellwise and casewise outliers are present ⋮ M-estimation with incomplete and dependent multivariate data ⋮ Comments on: ``Robust estimation of multivariate location and scatter in the presence of cellwise and casewise contamination

Uses Software

• ROBPCA
• impute

Cites Work

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• High breakdown estimators for principal components: the projection-pursuit approach revis\-ited
• Sequential imputation for missing values
• Pattern recognition by means of disjoint principal components models
• A simultaneous reconstruction of missing data in DNA microarrays
• Least Median of Squares Regression
• Principal component analysis based on robust estimators of the covariance or correlation matrix: influence functions and efficiencies

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