Feature-Based Forecast Model Selection
Overview
A novel meta-learning framework for forecast model selection using time series features. Many applications require a large number of time series to be forecast. Providing better forecasts for these time series is important in decision and policy making. We propose a classification framework which selects forecast models based on features calculated from the time series. We call this framework FFORMS (Feature-based FORecast Model Selection). FFORMS builds a mapping that relates the features of time series to the best forecast model using a random forest. 'seer' package is the implementation of the FFORMS algorithm. For more details see our paper at https://www.monash.edu/business/econometrics-and-business-statistics/research/publications/ebs/wp06-2018.pdf.
Install
Health
- OK13 OK2026-08-04
- NOTE12 OK, 1 NOTE2026-08-01
- OK14 OK2026-03-10
Documentation
- Help pages
- 37
- Examples that run
- 100%1 run in a plain check
- Exported functions with examples
- 3%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 0%
Downloads
Repository
- PRs merged (all time)
- not measured
- Median days to close, 50 most recently updated closed issues
- 11
- Median days to close, 50 most recently updated closed PRs
- not measured
Stars over time
Forks over time
Issues over time
8 development-tooling and community-health practices detected across 6 families in the upstream repository
Checks run against github.com/thiyangt/seer on 2026-10-18.
GitHub Pages site last deployed 2022-10-01
pkgdown site last built 2020-06-01, before release 1.1.8 (2022-10-01)
Show all practicesHide 2 practices
Dependencies
Installing seer adds 56 packages (32 with compiled code, 40 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, colorspace 2.0 MB.
Code & Tests
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- 1.1.8Latest
- RR 4.2.0 released · 2022-04-22
- 1.1.72021-12-08 · diff ↗
- 1.1.62021-06-01 · diff ↗
- RR 4.1.0 released · 2021-05-18
- 1.1.52020-06-08 · diff ↗
- RR 4.0.0 released · 2020-04-24
- 1.1.42020-02-21
- RR 3.6.0 released · 2019-04-26
Package metadata
- First published
- 2020-02-21
- Total releases
- 5 / 6 yrs
- License
- GPL-3 OSI
- Minimum R
- ≥ 3.2.3
- Download size
- 32 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("seer")This package has no citation file, so citation() returns this entry built from DESCRIPTION.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.