Package: clmplus 1.1.1

Gabriele Pittarello

clmplus: Tool-Box of Chain Ladder Plus Models

Implementation of the age-period-cohort models for the claim development presented in the manuscript 'Replicating and extending chain-ladder via an age-period-cohort structure on the claim development in a run-off triangle' <doi:10.1080/10920277.2025.2496725>.

Authors:Gabriele Pittarello [aut, cre, cph], Munir Hiabu [aut, cph], Andres Villegas [aut, cph]

clmplus_1.1.1.tar.gz
clmplus_1.1.1.zip(r-4.7-any)clmplus_1.1.1.zip(r-4.6-any)clmplus_1.1.1.zip(r-4.5-any)
clmplus_1.1.1.tgz(r-4.6-any)clmplus_1.1.1.tgz(r-4.5-any)
clmplus_1.1.1.tar.gz(r-4.7-any)clmplus_1.1.1.tar.gz(r-4.6-any)
clmplus_1.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
clmplus/json (API)

# Install 'clmplus' in R:
install.packages('clmplus', repos = c('https://gpitt71.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/gpitt71/clmplus/issues

Pkgdown/docs site:https://gpitt71.github.io

Datasets:

On CRAN:

Conda:

age-period-cohort-modelsinsurancenon-lifereserving

5.48 score 5 stars 15 scripts 332 downloads 2 exports 92 dependencies

Last updated from:abcbb2d8e8. Checks:9 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-develOK189
source / vignettesOK289
linux-releaseOK215
macos-releaseOK167
macos-oldrelOK206
windows-develOK121
windows-releaseOK131
windows-oldrelOK111
wasm-releaseOK151

Exports:AggregateDataPPclmplus

Dependencies:abindactuarbackportsbiglmbootbroomcarcarDataChainLadderclicodacolorspacecowplotcplmcpp11DBIDerivdoBydotCall64dplyrexpintfanplotfarverfieldsforecastFormulafracdiffgenericsggplot2gluegnmgridExtragtableisobandlabelinglatticelifecyclelme4lmtestmagrittrmapsMASSMatrixMatrixModelsmgcvminqamodelrnlmenloptrnnetnumDerivpbkrtestpillarpkgconfigplyrpurrrquantregqvcalcR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRdpackreformulasrelimpreshape2rlangrootSolveS7sandwichscalesspamSparseMstatmodStMoMostringistringrsurvivalsystemfittibbletidyrtidyselecttimeDatetweedieurcautf8vctrsviridisLitewithrzoo

Model comparison and reproducible regression checks
Updated replication workflow | Deterministic comparison

Last update: 2026-07-24
Started: 2022-07-21

Vignette 1
Introduction | Replicate the chain-ladder with the clmplus package | Reproducible chain-ladder comparison | Adding a cohort effect on the claim development model | Modelling a period effect on the claim development | References

Last update: 2026-07-24
Started: 2022-07-21

Readme and manuals

Help Manual

Help pageTopics
Pre-process Run-Off TrianglesAggregateDataPP
Amases GTPLamases.gtpl
Amases MODamases.mod
Amases MTPLamases.mtpl
Fit a Chain Ladder Plus hazard modelclmplus clmplus.AggregateDataPP clmplus.default
Plot the payments behaviorplot.AggregateDataPP
Plot the hazard model residualsplot.clmplusmodel
Plot the hazard model fitted and forecasted parametersplot.clmpluspredictions
Predict the Reserve using Chain Ladder Plus Modelspredict.clmplusmodel
Sifa GTPLsifa.gtpl
Sifa MODsifa.mod
Sifa MTPLsifa.mtpl