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fpca

R package fpca: Restricted MLE for Functional Principal Components Analysis. A geometric approach to MLE for functional principal components

Keywords for this software

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  • nonparametric price transmission
  • R package
  • sparse functional data
  • functional principal components
  • principal component analysis
  • longitudinal data
  • Bayesian smoothing splines with correlated errors
  • non-parametric kernel estimation
  • latent variables
  • depth measures, outlier
  • basis functions
  • measurement error
  • MIMIC models
  • representation of functional data
  • metabolic rate
  • energy expenditure
  • Demmler-Reinsch basis
  • growth charts
  • multivariate estimation
  • Journal of Statistical Software
  • functional data regression
  • stem cell dynamics

  • URL: cran.r-project.org/web...
  • Code
  • InternetArchive
  • Manual: cran.r-project.org/web...
  • Authors: Jie Peng , Debashis Paul
  • Dependencies: R

  • Add information on this software.


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References in zbMATH (referenced in 5 articles )

Showing results 1 to 5 of 5.
y Sorted by year (citations)

  1. Tekwe, Carmen D.; Zoh, Roger S.; Bazer, Fuller W.; Wu, Guoyao; Carroll, Raymond J.: Functional multiple indicators, multiple causes measurement error models (2018)
  2. Clara Happ: Object-Oriented Software for Functional Data (2017) arXiv
  3. Rosales Marticorena, Francisco: Empirical Bayesian smoothing splines for signals with correlated errors: methods and applications (2016)
  4. Zhang, Wenfei; Wei, Ying: Regression based principal component analysis for sparse functional data with applications to screening growth paths (2015)
  5. Manuel Febrero-Bande; Manuel de la Fuente: Statistical Computing in Functional Data Analysis: The R Package fda.usc (2012) not zbMATH

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  • MSC classification / top
    • Top MSC classes
      • 62 Statistics
      • 65 Numerical analysis

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