Package: COMPoissonReg 0.8.1

Andrew Raim

COMPoissonReg: Conway-Maxwell Poisson (COM-Poisson) Regression

Fit Conway-Maxwell Poisson (COM-Poisson or CMP) regression models to count data (Sellers & Shmueli, 2010) <doi:10.1214/09-AOAS306>. The package provides functions for model estimation, dispersion testing, and diagnostics. Zero-inflated CMP regression (Sellers & Raim, 2016) <doi:10.1016/j.csda.2016.01.007> is also supported.

Authors:Kimberly Sellers <[email protected]> Thomas Lotze <[email protected]> Andrew Raim <[email protected]>

COMPoissonReg_0.8.1.tar.gz
COMPoissonReg_0.8.1.zip(r-4.5)COMPoissonReg_0.8.1.zip(r-4.4)COMPoissonReg_0.8.1.zip(r-4.3)
COMPoissonReg_0.8.1.tgz(r-4.4-x86_64)COMPoissonReg_0.8.1.tgz(r-4.4-arm64)COMPoissonReg_0.8.1.tgz(r-4.3-x86_64)COMPoissonReg_0.8.1.tgz(r-4.3-arm64)
COMPoissonReg_0.8.1.tar.gz(r-4.5-noble)COMPoissonReg_0.8.1.tar.gz(r-4.4-noble)
COMPoissonReg_0.8.1.tgz(r-4.4-emscripten)COMPoissonReg_0.8.1.tgz(r-4.3-emscripten)
COMPoissonReg.pdf |COMPoissonReg.html✨
COMPoissonReg/json (API)

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

Peer review:

Bug tracker:https://github.com/lotze/compoissonreg/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:

On CRAN:

6.42 score 9 stars 2 packages 49 scripts 642 downloads 1 mentions 35 exports 2 dependencies

Last updated 10 months agofrom:766d8c24a5. Checks:OK: 9. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 03 2024
R-4.5-win-x86_64OKNov 03 2024
R-4.5-linux-x86_64OKNov 03 2024
R-4.4-win-x86_64OKNov 03 2024
R-4.4-mac-x86_64OKNov 03 2024
R-4.4-mac-aarch64OKNov 03 2024
R-4.3-win-x86_64OKNov 03 2024
R-4.3-mac-x86_64OKNov 03 2024
R-4.3-mac-aarch64OKNov 03 2024

Exports:dcmpdzicmpdzipecmpequitestezicmpezipget.controlget.fixedget.initget.init.zeroget.modelmatrixget.offsetget.offset.zeroglm.cmpglm.cmp.rawglm.zicmp.rawleveragencmpnuparametric.bootstrappcmppzicmppzipqcmpqzicmpqziprcmprzicmprzipsdevtcmpvcmpvzicmpvzip

Dependencies:numDerivRcpp

COMPoissonReg: Usage, the Normalizing Constant, and Other Computational Details

Andrew M. Raim^[ [email protected], Center for Statistical Research & Methodology, U.S. Census Bureau, Washington, DC, 20233, U.S.A. Disclaimer: This document is released to inform interested parties of ongoing research and to encourage discussion of work in progress. Any views expressed are those of the authors and not those of the U.S. Census Bureau. ], Kimberly F. Sellers^[ [email protected], Center for Statistical Research & Methodology, U.S. Census Bureau and Department of Mathematics and Statistics, Georgetown University, Washington, DC, 20057, U.S.A. ]

Rendered fromvignette.Rmdusingknitr::rmarkdownon Nov 03 2024.

Last update: 2022-12-02
Started: 2022-04-09

Readme and manuals

Help Manual

Help pageTopics
Estimate parameters for COM-Poisson regressionCOMPoissonReg-package COMPoissonReg
COM-Poisson DistributionCMP Distribution dcmp ecmp ncmp pcmp qcmp rcmp tcmp vcmp
Package optionsCOMPoissonReg-options
Couple datasetcouple
Equidispersion Testequitest
Freight datasetfreight
Construct a control object to pass additional arguments to a number of functions in the package.get.control
Construct an object that specifies which indices of coefficients should remain fixed in maximum likelihood computation.get.fixed
Construct initial values for coefficients.get.init
Construct initial values for coefficients with zeros.get.init.zero
Construct model matrices and offsets for CMP/ZICMP regressionget.modelmatrix
Construct values for offsets.get.offset
Construct zero values for offsets.get.offset.zero
COM-Poisson and Zero-Inflated COM-Poisson Regressionglm.cmp
Raw Interface to COM-Poisson and Zero-Inflated COM-Poisson Regressionglm.cmp-raw glm.cmp.raw glm.zicmp.raw
Supporting Functions for COM-Poisson RegressionAIC.cmpfit BIC.cmpfit coef.cmpfit deviance.cmpfit equitest.cmpfit glm.cmp, CMP support leverage.cmpfit logLik.cmpfit nu.cmpfit parametric.bootstrap.cmpfit predict.cmpfit print.cmpfit residuals.cmpfit sdev.cmpfit summary.cmpfit vcov.cmpfit
Supporting Functions for ZICMP RegressionAIC.zicmpfit BIC.zicmpfit coef.zicmpfit deviance.zicmpfit equitest.zicmpfit glm.cmp, ZICMP support logLik.zicmpfit nu.zicmpfit parametric.bootstrap.zicmpfit predict.zicmpfit print.zicmpfit residuals.zicmpfit sdev.zicmpfit summary.zicmpfit vcov.zicmpfit
Leverageleverage
Estimate for dispersion parameternu
Parametric Bootstrapparametric.bootstrap
Standard deviationsdev
ZICMP Distributiondzicmp ezicmp pzicmp qzicmp rzicmp vzicmp ZICMP Distribution
COM-Poisson Distributiondzip ezip pzip qzip rzip vzip ZIP Distribution