Journal of Statistical Software (Mar 2015)

fitdistrplus: An R Package for Fitting Distributions

  • Marie Laure Delignette-Muller,
  • Christophe Dutang

DOI
https://doi.org/10.18637/jss.v064.i04
Journal volume & issue
Vol. 64, no. 1
pp. 1 – 34

Abstract

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The package fitdistrplus provides functions for fitting univariate distributions to different types of data (continuous censored or non-censored data and discrete data) and allowing different estimation methods (maximum likelihood, moment matching, quantile matching and maximum goodness-of-fit estimation). Outputs of fitdist and fitdistcens functions are S3 objects, for which specific methods are provided, including summary, plot and quantile. This package also provides various functions to compare the fit of several distributions to the same data set and can handle to bootstrap parameter estimates. Detailed examples are given in food risk assessment, ecotoxicology and insurance contexts.