Mean-Parametrized Conway-Maxwell Poisson (COM-Poisson) Regression


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Documentation for package ‘mpcmp’ version 0.3.6

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mpcmp-package Mean-parametrized Conway-Maxwell Poisson Regression
AIC.cmp Akaike's Information Criterion
attendance Attendance data set
augment.cmp Augment data with information from a(n) CMP model object
autoplot.cmp Plot Diagnostic for a 'glm.cmp' Object in ggplot style
CBIND Combine R Objects by Columns
cmplrtest Likelihood Ratio Test for nested COM-Poisson models
coef.cmp Extract Model Coefficients from a COM-Poisson Model Fit
compnormRandPIT Random Normal Probability Integral Transform
compPIT Non-randomized Probability Integral Transform
compPredProb Non-randomized Probability Integral Transform
comp_expected_values Functions to Compute Various Expected Values for the COM-Poisson Distribution
comp_lambdas Solve for Lambda for a Particular Mean Parametrized COM-Poisson Distribution
comp_lambdas_fixed_ub Solve for Lambda for a Particular Mean Parametrized COM-Poisson Distribution
comp_means Functions to Compute Various Expected Values for the COM-Poisson Distribution
comp_mean_logfactorialy Functions to Compute Various Expected Values for the COM-Poisson Distribution
comp_mean_ylogfactorialy Functions to Compute Various Expected Values for the COM-Poisson Distribution
comp_mu_loglik Calculate the Log-Likelihood of the COM-Poisson model
comp_mu_neg_loglik_log_nu_only Calculate the Log-Likelihood of the COM-Poisson model
comp_variances Functions to Compute Various Expected Values for the COM-Poisson Distribution
comp_variances_logfactorialy Functions to Compute Various Expected Values for the COM-Poisson Distribution
COM_Poisson_Distribution The Conway-Maxwell-Poisson (COM-Poisson) Distribution.
confint.cmp Confidence Intervals for CMP Model Parameters
cooks.distance.cmp CMP Regression Diagnostic
cottonbolls Cotton Bolls data set
dcomp The Conway-Maxwell-Poisson (COM-Poisson) Distribution.
fish Fish data set
fitted.cmp Extract Fitted Values from a COM-Poisson Model Fit
fit_glm_cmp_const_nu Fit a Mean Parametrized Conway-Maxwell Poisson Generalized Linear Model with constant dispersion.
fit_glm_cmp_vary_nu Fit a Mean Parametrized Conway-Maxwell Poisson Generalized Linear Model with varying dispersion.
getnu Parameter Generator for nu
gg_histcompPIT ggplot version of PIT Plots for a CMP Object
gg_plot Plot Diagnostic for a 'glm.cmp' Object in ggplot style
gg_qqcompPIT ggplot version of PIT Plots for a CMP Object
glance.cmp Glance at a(n) CMP model object
glm.cmp Fit a Mean Parametrized Conway-Maxwell Poisson Generalized Linear Model
hatvalues.cmp CMP Regression Diagnostic
histcompPIT PIT Plots for a CMP Object
influence.cmp CMP Regression Diagnostic
is.wholenumber Test for a whole number
logLik.cmp Extract the (Maximized) Log-Likelihood from a COM-Poisson Model Fit
logZ Calculate the Normalizing Constant in log scale for COM-Poisson distribution
logZ_c Calculate the Normalizing Constant in log scale for COM-Poisson distribution The calculation of the function 'logZ' will be performed here. This function is used to approximate the normalizing constant for COM-Poisson distributions via truncation. The standard COM-Poisson parametrization is being used here.
LRTnu Likelihood Ratio Test for nu = 1 of a COM-Poisson model
model.frame.cmp Extract the Model Frame from a COM-Poisson Model Fit
model.matrix.cmp Extract the Design Matrix from a COM-Poisson Model Fit
mpcmp Mean-parametrized Conway-Maxwell Poisson Regression
nobs.cmp Extract the Number of Observation from a COM-Poisson Model Fit
nrPIT Non-randomized Probability Integral Transform
pcomp The Conway-Maxwell-Poisson (COM-Poisson) Distribution.
PIT_ggPlot ggplot version of PIT Plots for a CMP Object
PIT_Plot PIT Plots for a CMP Object
plot.cmp Plot Diagnostic for a 'glm.cmp' Object
predict.cmp Model Predictions for a 'glm.cmp' Object
print.cmp Print Values of COM-Poisson Model
print.logLik.cmp Extract the (Maximized) Log-Likelihood from a COM-Poisson Model Fit
print.summary.cmp Summarizing COM-Poisson Model Fit
qcomp The Conway-Maxwell-Poisson (COM-Poisson) Distribution.
qqcompPIT PIT Plots for a CMP Object
rcomp The Conway-Maxwell-Poisson (COM-Poisson) Distribution.
regression.diagnostic.cmp CMP Regression Diagnostic
residuals.cmp Extract COM-Poisson Model Residuals
rPIT Random Normal Probability Integral Transform
rstandard.cmp CMP Regression Diagnostic
sitophilus Sitophilus data set
summary.cmp Summarizing COM-Poisson Model Fit
takeoverbids Takeover Bids data set
tidy.cmp Tidy a(n) CMP model object
update.cmp Update and Re-fit a COM-Poisson Model
vcov.cmp Extracting the Variance-Covariance Matrix from a COM-Poisson Model Fit
Z Calculate the Normalizing Constant for COM-Poisson distribution