Package: shannon 0.2.0

shannon: Computation of Entropy Measures and Relative Loss

The functions allow for the numerical evaluation of some commonly used entropy measures, such as Shannon entropy, Rényi entropy, Havrda and Charvat entropy, and Arimoto entropy, at selected parametric values from several well-known and widely used probability distributions. Moreover, the functions also compute the relative loss of these entropies using the truncated distributions. Related works include: Awad, A. M., & Alawneh, A. J. (1987). Application of entropy to a life-time model. IMA Journal of Mathematical Control and Information, 4(2), 143-148. <doi:10.1093/imamci/4.2.143>.

Authors:Muhammad Imran [aut, cre], Christophe Chesneau [aut], Farrukh Jamal [aut]

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# Install 'shannon' in R:
install.packages('shannon', repos = c('https://imranshakoor.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

175 exports 0.09 score 3 dependencies

Last updated 22 days agofrom:e76be9bec7. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 27 2024
R-4.5-winOKAug 27 2024
R-4.5-linuxOKAug 27 2024
R-4.4-winOKAug 27 2024
R-4.4-macOKAug 27 2024
R-4.3-winOKAug 27 2024
R-4.3-macOKAug 27 2024

Exports:ae_betaae_bexpae_bsae_burrae_chiae_eeae_ewae_expae_fae_freae_gammaae_gompae_gumae_igae_kexpae_kumae_kumnormae_lapae_lnormae_logisae_lomae_nakaae_nhae_normae_rayae_stae_weihce_betahce_bexphce_bshce_burrhce_chihce_eehce_ewhce_exphce_fhce_frehce_gammahce_gomphce_gumhce_ighce_kexphce_kumhce_kumnormhce_laphce_lnormhce_logishce_lomhce_nakahce_nhhce_normhce_rayhce_sthce_weire_betare_bexpre_bsre_burrre_chire_eere_ewre_expre_fre_frere_gammare_gompre_gumre_igre_kexpre_kumre_kumnormre_lapre_lnormre_logisre_lomre_nakare_nhre_normre_rayre_stre_weirlae_betarlae_bsrlae_chirlae_exprlae_frlae_gammarlae_gomprlae_gumrlae_igrlae_kumrlae_laprlae_nakarlae_nhrlae_normrlae_rayrlae_strlae_weirlhce_betarlhce_bsrlhce_chirlhce_exprlhce_frlhce_gammarlhce_gomprlhce_gumrlhce_igrlhce_kumrlhce_laprlhce_nakarlhce_nhrlhce_normrlhce_rayrlhce_strlhce_weirlre_betarlre_bsrlre_chirlre_exprlre_frlre_gammarlre_gomprlre_gumrlre_igrlre_kumrlre_laprlre_nakarlre_nhrlre_normrlre_rayrlre_strlre_weirlse_betarlse_bsrlse_chirlse_exprlse_frlse_gammarlse_gomprlse_gumrlse_igrlse_kumrlse_laprlse_nakarlse_nhrlse_normrlse_rayrlse_strlse_weiSe_betase_bexpse_bsse_burrse_chise_eese_ewSe_expse_fse_freSe_gammase_gompSe_gumse_igse_kumse_kumnormSe_lapse_lnormse_logisse_lomse_nakase_nhse_normse_rayse_stse_wei

Dependencies:extraDistrRcppVaRES

Readme and manuals

Help Manual

Help pageTopics
Computation of Entropy Measures and Relative Lossshannon-package
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the beta distributionae_beta hce_beta re_beta Se_beta
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the beta exponential distributionae_bexp hce_bexp re_bexp se_bexp
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Birnbaum-Saunders distributionae_bs hce_bs re_bs se_bs
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Burr XII distributionae_burr hce_burr re_burr se_burr
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Chi-squared distributionae_chi hce_chi re_chi se_chi
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the exponential distributionae_exp hce_exp re_exp Se_exp
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the exponential extension distributionae_nh hce_nh re_nh se_nh
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the exponentiated exponential distributionae_ee hce_ee re_ee se_ee
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the exponentiated Weibull distributionae_ew hce_ew re_ew se_ew
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the F distributionae_f hce_f re_f se_f
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Fréchet distributionae_fre hce_fre re_fre se_fre
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the gamma distributionae_gamma hce_gamma re_gamma Se_gamma
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Gompertz distributionae_gomp hce_gomp re_gomp se_gomp
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Gumbel distributionae_gum hce_gum re_gum Se_gum
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the inverse-gamma distributionae_ig hce_ig re_ig se_ig
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Kumaraswamy distributionae_kum hce_kum re_kum se_kum
Compute the Rényi, Havrda and Charvat, and Arimoto entropies of the Kumaraswamy exponential distributionae_kexp hce_kexp re_kexp
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Kumaraswamy normal distributionae_kumnorm hce_kumnorm re_kumnorm se_kumnorm
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Laplace or the double exponential distributiondistributionae_lap hce_lap re_lap Se_lap
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the log-normal distributionae_lnorm hce_lnorm re_lnorm se_lnorm
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the logistic distributionae_logis hce_logis re_logis se_logis
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Lomax distributionae_lom hce_lom re_lom se_lom
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Nakagami distributionae_naka hce_naka re_naka se_naka
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the normal distributionae_norm hce_norm re_norm se_norm
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Rayleigh distributionae_ray hce_ray re_ray se_ray
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Student's t distributionae_st hce_st re_st se_st
Relative loss for various entropy measures using the truncated beta distributionrlae_beta rlhce_beta rlre_beta rlse_beta
Relative loss for various entropy measures using the truncated Birnbaum-Saunders distributionrlae_bs rlhce_bs rlre_bs rlse_bs
Relative loss for various entropy measures using the truncated Chi-squared distributionrlae_chi rlhce_chi rlre_chi rlse_chi
Relative loss for various entropy measures using the truncated exponential distributionrlae_exp rlhce_exp rlre_exp rlse_exp
Relative loss for various entropy measures using the truncated exponential extension distributionrlae_nh rlhce_nh rlre_nh rlse_nh
Relative loss for various entropy measures using the truncated F distributionrlae_f rlhce_f rlre_f rlse_f
Relative loss for various entropy measures using the truncated gamma distributionrlae_gamma rlhce_gamma rlre_gamma rlse_gamma
Relative loss for various entropy measures using the truncated Gompertz distributionrlae_gomp rlhce_gomp rlre_gomp rlse_gomp
Relative loss for various entropy measures using the truncated Gumbel distributionrlae_gum rlhce_gum rlre_gum rlse_gum
Relative loss for various entropy measures using the truncated inverse-gamma distributionrlae_ig rlhce_ig rlre_ig rlse_ig
Relative loss for various entropy measures using the truncated Kumaraswamy distributionrlae_kum rlhce_kum rlre_kum rlse_kum
Relative loss for various entropy measures using the truncated Laplace distributionrlae_lap rlhce_lap rlre_lap rlse_lap
Relative loss for various entropy measures using the truncated Nakagami distributionrlae_naka rlhce_naka rlre_naka rlse_naka
Relative loss for various entropy measures using the truncated normal distributionrlae_norm rlhce_norm rlre_norm rlse_norm
Relative loss for various entropy measures using the truncated Rayleigh distributionrlae_ray rlhce_ray rlre_ray rlse_ray
Relative loss for various entropy measures using the truncated Student's t distributionrlae_st rlhce_st rlre_st rlse_st
Relative loss for various entropy measures using the truncated Weibull distributionrlae_wei rlhce_wei rlre_wei rlse_wei
Compute the Shannon, Rényi, Havrda and Charvat, and Arimoto entropies of the Weibull distributionae_wei hce_wei re_wei se_wei