fic

R package for focused information criteria for model comparison

https://github.com/chjackson/fic

Science Score: 23.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
  • .zenodo.json file
  • DOI references
    Found 1 DOI reference(s) in README
  • Academic publication links
  • Committers with academic emails
    1 of 2 committers (50.0%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (12.1%) to scientific vocabulary

Keywords

model-comparison model-selection statistical-models
Last synced: 6 months ago · JSON representation

Repository

R package for focused information criteria for model comparison

Basic Info
  • Host: GitHub
  • Owner: chjackson
  • Language: R
  • Default Branch: master
  • Homepage:
  • Size: 8.04 MB
Statistics
  • Stars: 9
  • Watchers: 1
  • Forks: 2
  • Open Issues: 0
  • Releases: 0
Topics
model-comparison model-selection statistical-models
Created about 8 years ago · Last pushed 11 months ago
Metadata Files
Readme

README.md

fic

The development repository for the fic R package for the Focused Information Criterion and related methods for model comparison.

The fic package compares how well different models estimate a quantity of interest (the "focus") so that different models may be preferred for different purposes.

Comparisons within any class of models fitted by maximum likelihood are supported, with shortcuts for commonly-used classes such as generalised linear models and parametric survival models.

The methods originate from Claeskens and Hjort (2003) and Claeskens and Hjort (2008)

Installation (stable CRAN version)

r install.packages("fic")

Installation (development version)

r install.packages("devtools") # if devtools not already installed library(devtools) install_github("chjackson/fic")

See the package vignettes (work in progress) for an introduction:

Different models for different purposes: focused model comparison in R

Linear models example

Skew-normal example

Survival analysis example

Multi-state models example

Bootstrap and alternative losses

Source code GitHub repository

Lifecycle: stable R-CMD-check Codecov test coverage <!-- badges: end -->

Owner

  • Name: Chris Jackson
  • Login: chjackson
  • Kind: user

Statistician and programmer

GitHub Events

Total
  • Push event: 1
Last Year
  • Push event: 1

Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 104
  • Total Committers: 2
  • Avg Commits per committer: 52.0
  • Development Distribution Score (DDS): 0.01
Past Year
  • Commits: 4
  • Committers: 1
  • Avg Commits per committer: 4.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Chris Jackson c****n@m****k 103
chjackson c****n 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 0
  • Total pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Total issue authors: 0
  • Total pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
Pull Request Authors
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • cran 234 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 2
  • Total maintainers: 1
cran.r-project.org: fic

Focused Information Criteria for Model Comparison

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 234 Last month
Rankings
Forks count: 17.8%
Stargazers count: 18.7%
Dependent packages count: 29.8%
Average: 35.4%
Dependent repos count: 35.5%
Downloads: 75.4%
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • R >= 2.10 depends
  • abind * imports
  • ggplot2 * imports
  • mvtnorm * imports
  • numDeriv * imports
  • scales * imports
  • stats * imports
  • survival * imports
  • tensor * imports
  • GGally * suggests
  • flexsurv * suggests
  • gapminder * suggests
  • knitr * suggests
  • msm >= 1.6.6 suggests
  • rmarkdown * suggests
  • sn * suggests
  • testthat * suggests