bayesRecon

1.0.1

Probabilistic Reconciliation via Conditioning

1packages depend

5.5Kdownloads / year

83.1%test coverage

13/13checks pass

Overview

About

Maintained by Dario AzzimontiFirst published 2023-05-2610 releasesCRAN page ↗GitHub ↗

Provides methods for probabilistic reconciliation of hierarchical forecasts of time series. The available methods include analytical Gaussian reconciliation (Corani et al., 2021) doi:10.1007/978-3-030-67664-3_13, MCMC reconciliation of count time series (Corani et al., 2024) doi:10.1016/j.ijforecast.2023.04.003, Bottom-Up Importance Sampling (Zambon et al., 2024) doi:10.1007/s11222-023-10343-y, methods for the reconciliation of mixed hierarchies (Mix-Cond and TD-cond) (Zambon et al., 2024) https://proceedings.mlr.press/v244/zambon24a.html, analytical reconciliation with Bayesian treatment of the covariance matrix (Carrara et al., 2025) <doi: 10.48550/arXiv.2506.19554>.

Install

R (CRAN)pak (dev)Ubuntu (r2u)openSUSE (OBS)

install.packages("bayesRecon", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("IDSIA/bayesRecon")

Development version from IDSIA/bayesRecon. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-bayesrecon

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-bayesRecon

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 12.2 min · r-oldrel-macos-x86_64

Check history

OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

Documentation signals are not tracked yet for this package.

Downloads

5.5K

CRAN downloads in the past year

Rank #4,885 · ~15/day · ~457/mo

bayesRecon Releases R versions

Daily download trend is not available in this view yet.

48130 days

1.9K90 days

5.5K1 year

Compare downloads with other packages →

Also on195 r2u41 autocran19 c2d4u

Repository

GitHub ↗ idsia/bayesrecon

9Stars

0Forks

0Open issues

0Open PRs

0Releases

334Commits

8Contributors

reconciliationtimeseries

License LGPL-3.0 · 334 commits · Last activity 2026-04-28 · 0% stars, 30d

Repository practices

Upstream repositoryBeta

3 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/idsia/bayesrecon on 2026-07-19.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

Docs source (1)

README.Rmd

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

9 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (4)

statsutilslpSolve nloptr

LinkingTo (0)

none

Suggests (7)

knitr rmarkdown forecast glarma scoringRules ggplot2 testthat

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

fable.bayesRecon

Code & Tests

Datasets

People & History

People (5)

Maintainer (1)

Dario Azzimonti

Author, Maintainer

Authors (5)

Dario Azzimonti

Author, Maintainer

Giorgio Corani

Author

Stefano Damato

Author · added in 1.0.0

Nicolò Rubattu

Author

Lorenzo Zambon

Author

Package Timeline

10 releases. R releases are shown for context.

R
R 4.6.0 released · 2026-04-24
1.0.1Latest
2026-04-16 · current release · diff ↗
1.0.0
2026-03-08 · diff ↗
0.3.3
2025-07-21 · diff ↗
R
R 4.5.0 released · 2025-04-11
0.3.2
2024-11-04 · diff ↗
0.3.1
2024-08-28 · diff ↗
0.3.0
2024-05-30 · diff ↗
R
R 4.4.0 released · 2024-04-24
0.2.0
2023-12-19 · diff ↗
0.1.2
2023-08-24 · diff ↗
0.1.1
2023-06-10 · diff ↗
0.1.0
2023-05-26
R
R 4.3.0 released · 2023-04-21

Package metadata

First published: 2023-05-26
Total releases: 10 / 3 yrs
License: LGPL (>= 3) OSI
Download size: 2.9 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Time Series Analysis

Report a problem with this page →