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gctsc

Gaussian and Student-t Copula Models for Count Time Series

v0.2.4 · May 20, 2026 · MIT + file LICENSE

Description

Provides likelihood-based inference for Gaussian and Student-t copula models for univariate count time series. Supports Poisson, negative binomial, binomial, beta-binomial, and zero-inflated marginals with ARMA dependence structures. Includes simulation, maximum-likelihood estimation, residual diagnostics, and predictive inference. Implements Time Series Minimax Exponential Tilting (TMET) <doi:10.1016/j.csda.2026.108344>, an adaptation of minimax exponential tilting of Botev (2017) <doi:10.1111/rssb.12162>. Also provides a linear-cost implementation of the Geweke–Hajivassiliou–Keane (GHK) simulator following Masarotto and Varin (2012) <doi:10.1214/12-EJS721>, and the Continuous Extension (CE) approximation of Nguyen and De Oliveira (2025) <doi:10.1080/02664763.2025.2498502>. The package follows the S3 design philosophy of 'gcmr' but is developed independently.

Downloads

CRAN

560

Last 30 days

6649th

1.7K

Last 90 days

2.8K

Last year

Trend: -2.1% (30d vs prior 30d)

r2u CRAN

24

Last 30 days

123

Last 90 days

323

Last year

Trend: -48.9% (30d vs prior 30d)

autoCRAN

3

Last 7 days

13

Last 30 days

1

All-time

autoCRAN-only: this name is served only by autoCRAN, so the count is exact.

CRAN Check Status

13 OK
Show all 13 flavors
Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 9, 2026
ERROR 12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Jun 8, 2026
ERROR r-devel-linux-x86_64-debian-gcc

package dependencies

Package required but not available: ‘car’

See section ‘The DESCRIPTION file’ in the ‘Writing R Extensions’
manual.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Apr 22, 2026
ERROR 13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE Apr 18, 2026
ERROR r-devel-windows-x86_64

whether package can be installed

Installation failed.
See 'd:/Rcompile/CRANpkg/local/4.6/gctsc.Rcheck/00install.out' for details.
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 20, 2026
NOTE 13 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 13, 2026
NOTE r-oldrel-macos-arm64

installed package size

installed size is  5.2Mb
  sub-directories of 1Mb or more:
    data   1.5Mb
    libs   3.2Mb
OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Code

Structure

Lines of code

9,054

Files

93

Compiled share

30.3%

Has compiled src

Yes

Language breakdown

R 4,529 (50%)C/C++/src 2,743 (30.3%)Tests 82 (0.9%)Docs 1,340 (14.8%)Vignettes 360 (4%)

API

Exported functions

19

Internal functions

68

Recent export changes

v0.2.4+2 pmvn, pmvt  −6 pmvn_ce, pmvn_ghk, pmvn_tmet 3 more
v0.2.0+3 pmvt_ce, pmvt_ghk, pmvt_tmet

Testing & CI

Has tests

Yes

Test-to-code ratio

0.02

testthat edition

3

CI present

No

CI type

[]

PR gated

No

Docs

Return-value doc rate

100%

\dontrun example ratio

0%

Roxygen coverage

100%

Has pkgdown

No

NEWS present

No

Health & Security signals

Informational signals; not verdicts.

on.exit coverage

100%

Unsafe pattern score

0

Dep constraint coverage

0%

Secret pattern count

0

Bundled 3rd-party code

2 items

Portability & License

Min R version

3.5

System requirements

C++ standard

License

MIT + file LICENSE

License flags

SPDX valid, OSI approved

History

Versions

4

First release

2025-12-17

Latest release

2026-05-20

Avg cadence

61 days

Cold removal rate

100%

Dep drift

3

LOC over versions

v0.1.3: 6,280 LOCv0.2.0: 9,047 LOCv0.2.3: 8,898 LOCv0.2.4: 9,054 LOC

Per-file churn detail lives in the source pipeline: https://github.com/r-observatory/cran-code-metrics.

Dependency Network

Dependencies Reverse dependencies Rcpp Matrix TruncatedNormal VGAM truncnorm nlme car gctsc

Version History

4 tracked
updated 0.2.4 ← 0.2.3 diff May 20, 2026
updated 0.2.3 ← 0.2.0 diff Mar 20, 2026
updated 0.2.0 ← 0.1.3 diff Mar 13, 2026
new 0.1.3 Mar 10, 2026

R Observatory began tracking this package on Mar 10, 2026; it first appeared on CRAN Dec 17, 2025. Releases before tracking aren’t shown.