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reliaR (version 0.2)

Comprehensive Tools for some Probability Distributions

Description

Provides a comprehensive suite of utilities for univariate continuous probability distributions and reliability models. Includes functions to compute the probability density, cumulative distribution, quantile, reliability, and hazard functions, along with random variate generation. Also offers diagnostic and model assessment tools such as Quantile-Quantile (Q-Q) and Probability-Probability (P-P) plots, the Kolmogorov-Smirnov goodness-of-fit test, and model selection criteria including the Akaike Information Criterion (AIC) and Bayesian Information Criterion (BIC). Currently implements the following distributions: Burr X, Chen, Exponential Extension, Exponentiated Logistic, Exponentiated Weibull, Exponential Power, Flexible Weibull, Generalized Exponential, Gompertz, Generalized Power Weibull, Gumbel, Inverse Generalized Exponential, Linear Failure Rate, Log-Gamma, Logistic-Exponential, Logistic-Rayleigh, Log-log, Marshall-Olkin Extended Exponential, Marshall-Olkin Extended Weibull, and Weibull Extension distributions. Serves as a valuable resource for teaching and research in probability theory, reliability analysis, and applied statistical modeling.

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Version

Install

install.packages('reliaR')

Monthly Downloads

8

Version

0.2

License

GPL-2

Maintainer

Vijay Kumar

Last Published

October 23rd, 2025

Functions in reliaR (0.2)

ExpoLogistic

The Exponentiated Logistic(EL) distribution
GPWeibullsurvival

Survival related functions for the generalized power Weibull(GPW) distribution
GenExpsurvival

Survival related functions for the Generalized Exponential (GE) distribution
GenExp

The Generalized Exponential (GE) distribution
FlexWeibullsurvival

Survival related functions for the flexible Weibull(FW) distribution
GPWeibull

The generalized power Weibull(GPW) distribution
FlexWeibull

The flexible Weibull(FW) distribution
ExpoWeibullsurvival

Survival related functions for the Exponentiated Weibull(EW) distribution
ExpoWeibull

The Exponentiated Weibull(EW) distribution
LogisExpsurvival

Survival related functions for the Logistic-Exponential(LE) distribution
Gumbelsurvival

Survival related functions for the Gumbel distribution
InvGenExp

The Inverse Generalized Exponential(IGE) distribution
Gumbel

The Gumbel distribution
LFR

The linear failure rate(LFR) distribution
LogisExp

The Logistic-Exponential(LE) distribution
InvGenExpEsurvival

Survival related functions for the Inverse Generalized Exponential(IGE) distribution
Gompertz

The Gompertz distribution
Loggamma

The log-gamma(LG) distribution
Loggammasurvival

Survival related functions for the log-gamma(LG) distribution
Loglog

The Loglog distribution
LogisRayleigh

The Logistic-Rayleigh(LR) distribution
LogisRayleighsurvival

Survival related functions for the Logistic-Rayleigh(LR) distribution
Gompertzsurvival

Survival related functions for the Gompertz distribution
Loglogsurvival

Survival related functions for the Loglog distribution
abic.exp.power

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for a sample from Exponential Power(EP) distribution
MOEEsurvival

Survival related functions for the Marshall-Olkin Extended Exponential (MOEE) distribution
MOEE

The Marshall-Olkin Extended Exponential (MOEE) distribution
abic.exp.ext

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Exponential Extension(EE) distribution
abic.burrX

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for BurrX distribution
WeibullExtsurvival

Survival related functions for the Weibull Extension(WE) distribution
WeibullExt

The Weibull Extension(WE) distribution
abic.flex.weibull

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for flexible Weibull(FW) distribution
abic.lfr

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for linear failure rate(LFR) distribution
abic.gen.exp

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for a sample from Generalized Exponential distribution
abic.log.gamma

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for log-gamma(LG) distribution
LFRsurvival

Survival related functions for the linear failure rate(LFR) distribution
MOEWsurvival

Survival related functions for the Marshall-Olkin Extended Weibull (MOEW) distribution
MOEW

The Marshall-Olkin Extended Weibull (MOEW) distribution
abic.loglog

Akaike information criterion (AIC) and Bayesian/ Schwartz information criterion (BIC)/ (SIC) for a sample from Loglog distribution
abic.gumbel

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Gumbel distribution
abic.moee

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for the Marshall-Olkin Extended Exponential(MOEE) distribution
ks.exp.power

Test of Kolmogorov-Smirnov for the Exponential Power(EP) distribution
ks.expo.weibull

Test of Kolmogorov-Smirnov for the Exponentiated Weibull(EW) distribution
abic.inv.genexp

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Inverse Generalized Exponential(IGE) distribution
ks.flex.weibull

Test of Kolmogorov-Smirnov for the flexible Weibull(FW) distribution
ks.log.gamma

Test of Kolmogorov-Smirnov for the log-gamma(LG) distribution
ks.expo.logistic

Test of Kolmogorov-Smirnov for the Exponentiated Logistic (EL) distribution
ks.logis.exp

Test of Kolmogorov-Smirnov for the Logistic-Exponential(LE) distribution
ks.exp.ext

Test of Kolmogorov-Smirnov for the Exponential Extension(EE) distribution
ks.chen

Test of Kolmogorov-Smirnov for the Chen distribution
dataset2

Controller Dataset
ks.gen.exp

Test of Kolmogorov-Smirnov for the Generalized Exponential(GE) distribution
pp.exp.power

Probability versus Probability (PP) plot for the Exponential Power distribution
abic.chen

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for a sample from Chen distribution
ks.gompertz

Test of Kolmogorov-Smirnov for the Gompertz distribution
pp.expo.logistic

Probability versus Probability (PP) plot for the Exponentiated Logistic(EL) distribution
ks.logis.rayleigh

Test of Kolmogorov-Smirnov for the Logistic-Rayleigh(LR) distribution
ks.loglog

Test of Kolmogorov-Smirnov for the Loglog distribution
pp.exp.ext

Probability versus Probability (PP) plot for the Exponential Extension(EE) distribution
ks.burrX

Test of Kolmogorov-Smirnov for the BurrX distribution
pp.chen

Probability versus Probability (PP) plot for the Chen distribution
pp.log.gamma

Probability versus Probability (PP) plot for the log-gamma(LG) distribution
pp.logis.exp

Probability versus Probability (PP) plot for the Logistic-Exponential(LE) distribution
qq.expo.weibull

Quantile versus quantile (QQ) plot for the Exponentiated Weibull(EW) distribution
pp.gen.exp

Probability versus Probability (PP) plot for the Generalized Exponential(GE) distribution
pp.lfr

Probability versus Probability (PP) plot for the linear failure rate(LFR) distribution
pp.gompertz

Probability versus Probability (PP) plot for the Gompertz distribution
pp.weibull.ext

Probability versus Probability (PP) plot for the Weibull Extension(WE) distribution
pp.inv.genexp

Probability versus Probability (PP) plot for the Inverse Generalized Exponential(IGE) distribution
abic.expo.weibull

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Exponentiated Weibull(EW) distribution
abic.expo.logistic

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Exponentiated Logistic(EL) distribution
ks.gp.weibull

Test of Kolmogorov-Smirnov for the generalized power Weibull(GPW) distribution
abic.logis.exp

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Logistic-Exponential(LE) distribution
abic.gompertz

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Gompertz distribution
abic.logis.rayleigh

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Logistic-Rayleigh(LR) distribution
ks.inv.genexp

Test of Kolmogorov-Smirnov for the Inverse Generalized Exponential(IGE) distribution
ks.gumbel

Test of Kolmogorov-Smirnov for the Gumbel distribution
qq.burrX

Quantile versus quantile (QQ) plot for the BurrX distribution
pp.flex.weibull

Probability versus Probability (PP) plot for the flexible Weibull(FW) distribution
pp.expo.weibull

Probability versus Probability (PP) plot for the Exponentiated Weibull(EW) distribution
ks.weibull.ext

Test of Kolmogorov-Smirnov for the Weibull Extension(WE) distribution
ks.lfr

Test of Kolmogorov-Smirnov for the linear failure rate(LFR) distribution
abic.gp.weibull

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for generalized power Weibull(GPW) distribution
conductors

Accelerated life test data
abic.weibull.ext

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for Weibull Extension(WE) distribution
abic.moew

Akaike information criterion (AIC) and Bayesian information criterion (BIC) for the Marshall-Olkin Extended Weibull(MOEW) distribution
ks.moee

Test of Kolmogorov-Smirnov for the Marshall-Olkin Extended Exponential(MOEE) distribution
bearings

bearings
qq.inv.genexp

Quantile versus quantile (QQ) plot for the Inverse Generalized Exponential(IGE) distribution
qq.flex.weibull

Quantile versus quantile (QQ) plot for the flexible Weibull(FW) distribution
qq.lfr

Quantile versus quantile (QQ) plot for the linear failure rate(LFR) distribution
ks.moew

Test of Kolmogorov-Smirnov for the Marshall-Olkin Extended Exponential(MOEW) distribution
stress

Breaking stress
repairtimes

Maintenance Data
qq.logis.exp

Quantile versus quantile (QQ) plot for the Logistic-Exponential(LE) distribution
pp.moew

Probability versus Probability (PP) plot for the Marshall-Olkin Extended Weibull(MOEW) distribution
qq.log.gamma

Quantile versus quantile (QQ) plot for the log-gamma(LG) distribution
pp.moee

Probability versus Probability (PP) plot for the Marshall-Olkin Extended Exponential(MOEE) distribution
pp.burrX

Probability versus Probability (PP) plot for the BurrX distribution
pp.logis.rayleigh

Probability versus Probability (PP) plot for the Logistic-Rayleigh(LR) distribution
pp.loglog

Probability versus Probability (PP) plot for the Loglog distribution
qq.moee

Quantile versus quantile (QQ) plot for the Marshall-Olkin Extended Exponential(MOEE) distribution
qq.moew

Quantile versus quantile (QQ) plot for the Marshall-Olkin Extended Weibull(MOEW) distribution
qq.expo.logistic

Quantile versus quantile (QQ) plot for the Exponentiated Logistic(EL) distribution
qq.chen

Quantile versus quantile (QQ) plot for the Chen distribution
qq.exp.power

Quantile versus quantile (QQ) plot for the Exponential Power distribution
qq.exp.ext

Quantile versus quantile (QQ) plot for the Exponential Extension(EE) distribution
pp.gumbel

Probability versus Probability (PP) plot for the Gumbel distribution
pp.gp.weibull

Probability versus Probability (PP) plot for the generalized power Weibull(GPW) distribution
qq.gumbel

Quantile versus quantile (QQ) plot for the Gumbel distribution
qq.gp.weibull

Quantile versus quantile (QQ) plot for the generalized power Weibull(GPW) distribution
sys2

Software Reliability Dataset
qq.gompertz

Quantile versus quantile (QQ) plot for the Gompertz distribution
qq.gen.exp

Quantile versus quantile (QQ) plot for the Generalized Exponential(GE) distribution
qq.loglog

Quantile versus quantile (QQ) plot for the Loglog distribution
qq.logis.rayleigh

Quantile versus quantile (QQ) plot for the Logistic-Rayleigh(LR) distribution
qq.weibull.ext

Quantile versus quantile (QQ) plot for the Weibull Extension(WE) distribution
reactorpump

Reactor pump
ExpExt

The Exponential Extension(EE) distribution
Chen

The Chen distribution
EPsurvival

Survival related functions for the Exponential Power(EP) distribution
ExpoLogisticsurvival

Survival related functions for the Exponentiated Logistic(EL) distribution
Chensurvival

Survival related functions for the Chen distribution
BurrXsurvival

Survival related functions for the BurrX distribution
ExpExtsurvival

Survival related functions for the Exponential Extension(EE) distribution
BurrX

The BurrX (Generalized Rayleigh) distribution
ExpPower

The Exponential Power distribution