fitODBOD v1.4.1-1

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Modeling Over Dispersed Binomial Outcome Data Using BMD and ABD

Contains Probability Mass Functions, Cumulative Mass Functions, Negative Log Likelihood value, parameter estimation and modeling data using Binomial Mixture Distributions (BMD) (Manoj et al (2013) <doi:10.5539/ijsp.v2n2p24>) and Alternate Binomial Distributions (ABD) (Paul (1985) <doi:10.1080/03610928508828990>), also Journal article to use the package(<doi:10.21105/joss.01505>).

Functions in fitODBOD

Name Description
EstMLEMcGBB Estimating the shape parameters a,b and c for McDonald Generalized Beta Binomial distribution
EstMLETriBin Estimating the mode value for Triangular Binomial Distribution
Exam_data Exam Data
EstMLEGammaBin Estimating the shape parameters c and l for Gamma Binomial distribution
EstMLEGrassiaIIBin Estimating the shape parameters a and b for Grassia II Binomial distribution
NegLLGrassiaIIBin Negative Log Likelihood value of Grassia II Binomial Distribution
EstMLEMultiBin Estimating the probability of success and theta for Multiplicative Binomial Distribution
NegLLKumBin Negative Log Likelihood value of Kumaraswamy Binomial Distribution
EstMLECorrBin Estimating the probability of success and correlation for Correlated Binomial Distribution
EstMLEGHGBB Estimating the shape parameters a,b and c for Gaussian Hypergeometric Generalized Beta Binomial Distribution
Course_data Course Data
NegLLGHGBB Negative Log Likelihood value of Gaussian Hypergeometric Generalized Beta Binomial Distribution
EstMLELMBin Estimating the probability of success and theta for Lovinson Multiplicative Binomial Distribution
EstMLEKumBin Estimating the shape parameters a and b and iterations for Kumaraswamy Binomial Distribution
NegLLBetaBin Negative Log Likelihood value of Beta-Binomial Distribution
NegLLGammaBin Negative Log Likelihood value of Gamma Binomial Distribution
Overdispersion Overdispersion
dAddBin Additive Binomial Distribution
NegLLMcGBB Negative Log Likelihood value of McDonald Generalized Beta Binomial Distribution
dKUM Kumaraswamy Distribution
NegLLLMBin Negative Log Likelihood value of Lovinson Multiplicative Binomial distribution
dGHGBB Gaussian Hypergeometric Generalized Beta Binomial Distribution
dGHGBeta Gaussian Hypergeometric Generalized Beta Distribution
NegLLBetaCorrBin Negative Log Likelihood value of Beta-Correlated Binomial distribution
dBETA Beta Distribution
dKumBin Kumaraswamy Binomial Distribution
fitLMBin Fitting the Lovinson Multiplicative Binomial Distribution when binomial random variable, frequency, probability of success and theta parameter are given
fitKumBin Fitting the Kumaraswamy Binomial Distribution when binomial random variable, frequency and shape parameters a and b, iterations parameter it are given
dCorrBin Correlated Binomial Distribution
fitAddBin Fitting the Additive Binomial Distribution when binomial random variable, frequency, probability of success and alpha are given
Plant_DiseaseData Plant Disease Incidence data
dUniBin Uniform Binomial Distribution
dCOMPBin COM Poisson Binomial Distribution
fitBin Fitting the Binomial Distribution when binomial random variable, frequency and probability value are given
Male_Children Male children data
fitCOMPBin Fitting the COM Poisson Binomial Distribution when binomial random variable, frequency, probability of success and v parameter are given
dBetaCorrBin Beta-Correlated Binomial Distribution
NegLLCorrBin Negative Log Likelihood value of Correlated Binomial distribution
NegLLTriBin Negative Log Likelihood value of Triangular Binomial Distribution
dUNI Uniform Distribution Bounded Between [0,1]
NegLLCOMPBin Negative Log Likelihood value of COM Poisson Binomial distribution
NegLLMultiBin Negative Log Likelihood value of Multiplicative Binomial distribution
dTriBin Triangular Binomial Distribution
dBetaBin Beta-Binomial Distribution
NegLLAddBin Negative Log Likelihood value of Additive Binomial distribution
dGammaBin Gamma Binomial Distribution
Terror_data_ARG Terror Data ARG
mazBETA Beta Distribution
fitTriBin Fitting the Triangular Binomial Distribution when binomial random variable, frequency and mode value are given
dMcGBB McDonald Generalized Beta Binomial Distribution
fitGrassiaIIBin Fitting the Grassia II Binomial distribution when binomial random variable, frequency and shape parameters are given
dGrassiaIIBin Grassia-II-Binomial Distribution
mazGHGBeta Gaussian Hypergeometric Generalized Beta Distribution
fitGammaBin Fitting the Gamma Binomial distribution when binomial random variable, frequency and shape parameters are given
dLMBin Lovinson Multiplicative Binomial Distribution
Terror_data_USA Terror Data USA
mazKUM Kumaraswamy Distribution
pGHGBB Gaussian Hypergeometric Generalized Beta Binomial Distribution
mazTRI Triangular Distribution Bounded Between [0,1]
pBetaBin Beta-Binomial Distribution
pKumBin Kumaraswamy Binomial Distribution
pAddBin Additive Binomial Distribution
pKUM Kumaraswamy Distribution
mazGAMMA Gamma Distribution
mazUNI Uniform Distribution Bounded Between [0,1]
fitBetaBin Fitting the Beta-Binomial Distribution when binomial random variable, frequency and shape parameters a and b are given
dGAMMA Gamma Distribution
fitBetaCorrBin Fitting the Beta-Correlated Binomial Distribution when binomial random variable, frequency, covariance, alpha and beta parameters are given
pBETA Beta Distribution
dGBeta1 Generalized Beta Type-1 Distribution
mazGBeta1 Generalized Beta Type-1 Distribution
pLMBin Lovinson Multiplicative Binomial Distribution
pBetaCorrBin Beta-Correlated Binomial Distribution
pMcGBB McDonald Generalized Beta Binomial Distribution
pGammaBin Gamma Binomial Distribution
pUniBin Uniform Binomial Distribution
pGrassiaIIBin Grassia-II-Binomial Distribution
pGHGBeta Gaussian Hypergeometric Generalized Beta Distribution
pGBeta1 Generalized Beta Type-1 Distribution
pMultiBin Multiplicative Binomial Distribution
pGAMMA Gamma Distribution
dMultiBin Multiplicative Binomial Distribution
dTRI Triangular Distribution Bounded Between [0,1]
fitCorrBin Fitting the Correlated Binomial Distribution when binomial random variable, frequency, probability of success and covariance are given
fitGHGBB Fitting the Gaussian Hypergeometric Generalized Beta Binomial Distribution when binomial random variable, frequency and shape parameters a,b and c are given
pCOMPBin COM Poisson Binomial Distribution
fitMultiBin Fitting the Multiplicative Binomial Distribution when binomial random variable, frequency, probability of success and theta parameter are given
fitMcGBB Fitting the McDonald Generalized Beta Binomial distribution when binomial random variable, frequency and shape parameters are given
pTRI Triangular Distribution Bounded Between [0,1]
pTriBin Triangular Binomial Distribution
pUNI Uniform Distribution Bounded Between [0,1]
pCorrBin Correlated Binomial Distribution
Alcohol_data Alcohol data
EstMLEBetaBin Estimating the shape parameters a and b for Beta-Binomial Distribution
EstMLEAddBin Estimating the probability of success and alpha for Additive Binomial Distribution
EstMLECOMPBin Estimating the probability of success and v parameter for COM Poisson Binomial Distribution
EstMLEBetaCorrBin Estimating the covariance, alpha and beta parameter values for Beta-Correlated Binomial Distribution
Epidemic_Cold Family Epidemics
BODextract Binomial Data Extraction from Raw data
Chromosome_data Chromosome Data
EstMGFBetaBin Estimating the shape parameters a and b for Beta-Binomial Distribution
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Details

Type Package
URL https://github.com/Amalan-ConStat/R-fitODBOD,https://amalan-constat.github.io/R-fitODBOD/index.html
BugReports https://github.com/Amalan-ConStat/R-fitODBOD/issues
License GPL-2
LazyData TRUE
RoxygenNote 7.0.2
Encoding UTF-8
Language en-US
NeedsCompilation no
Packaged 2020-01-14 17:06:37 UTC; m.amalan
Repository CRAN
Date/Publication 2020-01-16 13:20:19 UTC

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