poweRlaw: Analysis of Heavy Tailed Distributions

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An implementation of maximum likelihood estimators for a variety of heavy tailed distributions, including both the discrete and continuous power law distributions. Additionally, a goodness-of-fit based approach is used to estimate the lower cut-off for the scaling region.

Author
Colin Gillespie [aut, cre]
Date of publication
2016-04-12 01:26:34
Maintainer
Colin Gillespie <csgillespie@gmail.com>
License
GPL-2 | GPL-3
Version
0.60.3
URLs

View on CRAN

Man pages

bootstrap_moby
Example bootstrap results for the full Moby Dick data set
compare_distributions
Vuong's test for non-nested models
displ
Heavy-tailed distributions
dist_cdf-methods
The cumulative distribution function (cdf)
dist_data_cdf-methods
The data cumulative distribution function
dist_ll-methods
The log-likelihood function
dist_pdf-methods
The probability density function (pdf)
dist_rand-methods
Random number generation for the distribution objects
dplcon
The continuous powerlaw distribution
dpldis
Discrete powerlaw distribution
estimate_pars
Estimates the distributions using mle.
estimate_xmin
Estimating the lower bound (xmin)
get_KS_statistic-deprecated
Deprecated function
get_n
Sample size
get_ntail
Values greater than or equal to xmin
moby
Moby Dick word count
native_american
Casualities in the American Indian Wars (1776 and 1890)
plot.bs_xmin
Plot methods for bootstrap objects
plot-distribution-ANY-method
Generic plotting functions
population
City boundaries and the universality of scaling laws
poweRlaw-package
The poweRlaw package
show-distribution-method
Generic show method for distribution objects
swiss_prot
Word frequency in the Swiss-Prot database

Files in this package

poweRlaw
poweRlaw/inst
poweRlaw/inst/CITATION
poweRlaw/inst/doc
poweRlaw/inst/doc/a_introduction.R
poweRlaw/inst/doc/d_jss_paper.Rnw
poweRlaw/inst/doc/c_comparing_distributions.pdf
poweRlaw/inst/doc/c_comparing_distributions.R
poweRlaw/inst/doc/a_introduction.Rnw
poweRlaw/inst/doc/c_comparing_distributions.Rnw
poweRlaw/inst/doc/a_introduction.pdf
poweRlaw/inst/doc/d_jss_paper.pdf
poweRlaw/inst/doc/b_powerlaw_examples.Rnw
poweRlaw/inst/doc/b_powerlaw_examples.R
poweRlaw/inst/doc/b_powerlaw_examples.pdf
poweRlaw/tests
poweRlaw/tests/testthat.R
poweRlaw/tests/testthat
poweRlaw/tests/testthat/test_plot.R
poweRlaw/tests/testthat/test_estimate_pars.R
poweRlaw/tests/testthat/ctn_data.RData
poweRlaw/tests/testthat/test_estimate_xmin.R
poweRlaw/tests/testthat/README.md
poweRlaw/tests/testthat/test_bootstrap_p.R
poweRlaw/tests/testthat/test_dist_cdf.R
poweRlaw/tests/testthat/test_compare_distributions.R
poweRlaw/tests/testthat/discrete_data.RData
poweRlaw/tests/testthat/test_bootstrap.R
poweRlaw/tests/testthat/test_dist_ll.R
poweRlaw/tests/testthat/test_dist_data_cdf.R
poweRlaw/NAMESPACE
poweRlaw/demo
poweRlaw/demo/moby.R
poweRlaw/demo/00Index
poweRlaw/NEWS.md
poweRlaw/data
poweRlaw/data/moby_sample.RData
poweRlaw/data/us_american.RData
poweRlaw/data/bootstrap_moby.RData
poweRlaw/data/swiss_prot.RData
poweRlaw/data/native_american.RData
poweRlaw/data/bootstrap_p_moby.RData
poweRlaw/data/population.RData
poweRlaw/data/moby.RData
poweRlaw/R
poweRlaw/R/def_conexp.R
poweRlaw/R/compare_distributions.R
poweRlaw/R/AllGenerics.R
poweRlaw/R/bootstrap.R
poweRlaw/R/poweRlaw-package.R
poweRlaw/R/def_conpl.R
poweRlaw/R/show_methods.R
poweRlaw/R/def_dislnorm.R
poweRlaw/R/dist_data_cdf_methods.R
poweRlaw/R/plot_methods.R
poweRlaw/R/def_dispois.R
poweRlaw/R/def_disexp.R
poweRlaw/R/get_n.R
poweRlaw/R/estimate_pars.R
poweRlaw/R/lines_methods.R
poweRlaw/R/data_help_files.R
poweRlaw/R/estimate_xmin.R
poweRlaw/R/plcon.R
poweRlaw/R/def_conweibull.R
poweRlaw/R/def_displ.R
poweRlaw/R/bootstrap_p.R
poweRlaw/R/pldis.R
poweRlaw/R/checks.R
poweRlaw/R/ctn_helper_functions.R
poweRlaw/R/get_ntail.R
poweRlaw/R/points_methods.R
poweRlaw/R/timer.R
poweRlaw/R/def_template.R
poweRlaw/R/def_conlorm.R
poweRlaw/R/aaa_all_classes.R
poweRlaw/vignettes
poweRlaw/vignettes/d_jss_paper.Rnw
poweRlaw/vignettes/figure4.pdf
poweRlaw/vignettes/jsslogo.ps
poweRlaw/vignettes/a_introduction.Rnw
poweRlaw/vignettes/plfit.R
poweRlaw/vignettes/v64i02.bib
poweRlaw/vignettes/plfit_res.rds
poweRlaw/vignettes/figure5.pdf
poweRlaw/vignettes/c_comparing_distributions.Rnw
poweRlaw/vignettes/figure2.pdf
poweRlaw/vignettes/examples1.rds
poweRlaw/vignettes/b_powerlaw_examples.Rnw
poweRlaw/vignettes/jsslogo.jpg
poweRlaw/vignettes/figure1.pdf
poweRlaw/vignettes/figure3.pdf
poweRlaw/vignettes/poweRlaw.bib
poweRlaw/vignettes/blackouts.txt
poweRlaw/MD5
poweRlaw/build
poweRlaw/build/vignette.rds
poweRlaw/DESCRIPTION
poweRlaw/man
poweRlaw/man/dist_cdf-methods.Rd
poweRlaw/man/dist_ll-methods.Rd
poweRlaw/man/dist_data_cdf-methods.Rd
poweRlaw/man/get_KS_statistic-deprecated.Rd
poweRlaw/man/compare_distributions.Rd
poweRlaw/man/dist_rand-methods.Rd
poweRlaw/man/poweRlaw-package.Rd
poweRlaw/man/native_american.Rd
poweRlaw/man/get_n.Rd
poweRlaw/man/estimate_pars.Rd
poweRlaw/man/plot-distribution-ANY-method.Rd
poweRlaw/man/get_ntail.Rd
poweRlaw/man/dpldis.Rd
poweRlaw/man/dist_pdf-methods.Rd
poweRlaw/man/swiss_prot.Rd
poweRlaw/man/bootstrap_moby.Rd
poweRlaw/man/population.Rd
poweRlaw/man/estimate_xmin.Rd
poweRlaw/man/show-distribution-method.Rd
poweRlaw/man/displ.Rd
poweRlaw/man/moby.Rd
poweRlaw/man/plot.bs_xmin.Rd
poweRlaw/man/dplcon.Rd