ROBPCA: A New Approach to Robust Principal Component Analysis

Article Properties
  • Language
    English
  • DOI (url)
    10.1198/004017004000000563
  • Publication Date
    2005/02/01
  • Journal
    Technometrics
  • Indian UGC (journal)
  • Refrences
    26
  • Citations
    576
  • Mia Hubert
  • Peter J Rousseeuw
  • Karlien Vanden Branden
Journal Categories
Science
Mathematics
Science
Mathematics
Probabilities
Mathematical statistics
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Refrences
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Outlier Detection in Multivariate Analytical Chemical Data Analytical Chemistry
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Asymptotic Behaviour of $S$-Estimates of Multivariate Location Parameters and Dispersion Matrices The Annals of Statistics
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 233 1987
Principal component analysis based on robust estimators of the covariance or correlation matrix: influence functions and efficiencies Biometrika
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  • Medicine: Medicine (General): Computer applications to medicine. Medical informatics
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 217 2000
Citations
Title Journal Journal Categories Citations Publication Date
How does digitization enable green innovation? Evidence from Chinese listed companies

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  • Social Sciences: Commerce: Business
  • Social Sciences: Economic theory. Demography: Economics as a science
 2 2024
Identification of near‐infrared characteristic bands of small bowel necrosis based on cellwise detection algorithm

 Journal of Biophotonics
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  • Science: Biology (General)
  • Science: Physics
  • Science: Physics: Optics. Light
  • Science: Biology (General)
  • Science: Chemistry: Organic chemistry: Biochemistry
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Generalized spherical principal component analysis Statistics and Computing
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Molecular interactions in an holobiont-pathogen model: Integromics in gilthead seabream infected with Sparicotyle chrysophrii Aquaculture
  • Agriculture: Aquaculture. Fisheries. Angling
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  • Agriculture: Animal culture
 1 2024
Robust data curation for improved kinetic modeling in oxidative coupling of methane using high-throughput reactors Chemical Engineering Science
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Citations Analysis
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Medicine: Internal medicine: Specialties of internal medicine: Diseases of the digestive system. Gastroenterology3
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The category Science: Mathematics: Probabilities. Mathematical statistics 146 is the most commonly referenced area in studies that cite this article. The first research to cite this article was titled Robust methods for multivariate data analysis and was published in 2005. The most recent citation comes from a 2024 study titled Positive and negative feedback regulation of the TGF-β1 explains two equilibrium states in skin aging. This article reached its peak citation in 2021, with 66 citations. It has been cited in 324 different journals, 17% of which are open access. Among related journals, the Chemometrics and Intelligent Laboratory Systems cited this research the most, with 27 citations. The chart below illustrates the annual citation trends for this article.
Citations used this article by year