Science Score: 46.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
○.zenodo.json file
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✓DOI references
Found 1 DOI reference(s) in README -
✓Academic publication links
Links to: arxiv.org, biorxiv.org -
✓Committers with academic emails
5 of 9 committers (55.6%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (15.2%) to scientific vocabulary
Repository
Multinomial Logistic-Normal Models (really fast)
Basic Info
- Host: GitHub
- Owner: jsilve24
- Language: R
- Default Branch: master
- Homepage: https://jsilve24.github.io/fido/
- Size: 38.7 MB
Statistics
- Stars: 21
- Watchers: 4
- Forks: 7
- Open Issues: 3
- Releases: 0
Metadata Files
README.md

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fido (formerly stray)
Multinomial Logistic-Normal Models (really fast)
its a little *tar*-ball of joy
Citation
Silverman, JD, Roche, K, Holmes, ZC, David, LA, and Mukherjee, S. Journal of Machine Learning Research. 23(7), 2022:1−42.
License
All source code freely availale under GPL-3 License.
Installation
r
install.packages("fido")
Or to download the development version from GitHub:
r
devtools::install_github("jsilve24/fido", ref="develop")
A few notes:
- As of version 1.0.0, fido is now on CRAN.
- There are a few installation options that can greatly speed fido up (often by as much as 10-50 fold). For a more detailed description of installation, take a look at the installation page.
- Vignettes are prebuilt on the fido webpage. If you
want vignettes to build locally during package installation you must also pass the
build=TRUEandbuild_opts = c("--no-resave-data", "--no-manual")options toinstall_github.
Vignettes
- Introduction to fido::Pibble
- Non-linear models with fido::basset
- Joint Modeling (e.g., Multinomics) with fido::Orthus
- Tips for Specifying Priors
- Mitigating PCR bias
Research Using fido
- Silverman et al., Bayesian Multinomial Logistic Normal Models through Marginally Latent Matrix-T Processes
- Silverman et al., Measuring and Mitigating PCR Bias in Microbiome Data
- Holmes et al., Short-Chain Fatty Acid Production by Gut Microbiota from Children with Obesity Differs According to Prebiotic Choice and Bacterial Community Composition
- Silverman et al., Using Influenza surveillance ntworks to estimate state-specific prevalance of SARS-CoV-2 in the United States
Bugs/Feature requests
Have you checked out our FAQ?
I appreciate bug reports and feature requests. Please post to the github issue tracker here.
Owner
- Name: Justin Silverman
- Login: jsilve24
- Kind: user
- Location: Pennsylvania
- Website: http://justin-silverman.com
- Twitter: inschool4life
- Repositories: 66
- Profile: https://github.com/jsilve24
Assistant Professor at Penn State University.
GitHub Events
Total
- Watch event: 1
- Push event: 4
Last Year
- Watch event: 1
- Push event: 4
Committers
Last synced: over 2 years ago
Top Committers
| Name | Commits | |
|---|---|---|
| Justin Silverman | j****4@g****m | 244 |
| michellepistner | p****r@p****u | 68 |
| Kim Roche | k****e@g****m | 6 |
| Jamie Morton | j****n@e****u | 2 |
| Jim Hester | j****r@g****m | 2 |
| Kimberly Roche | k****8@c****u | 2 |
| LAD Lab | l****b@L****u | 2 |
| Kimberly Roche | k****8@x****u | 1 |
| mortonjt | j****n@g****m | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 8 months ago
All Time
- Total issues: 10
- Total pull requests: 2
- Average time to close issues: 5 months
- Average time to close pull requests: almost 2 years
- Total issue authors: 6
- Total pull request authors: 2
- Average comments per issue: 3.3
- Average comments per pull request: 0.5
- Merged pull requests: 2
- 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
- mortonjt (3)
- ETaSky (2)
- mikemc (2)
- PollyTikhonova (1)
- danfulop (1)
- jsilve24 (1)
Pull Request Authors
- mikemc (2)
- mortonjt (1)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
-
Total downloads:
- cran 350 last-month
- Total dependent packages: 0
- Total dependent repositories: 1
- Total versions: 8
- Total maintainers: 1
cran.r-project.org: fido
Bayesian Multinomial Logistic Normal Regression
- Homepage: https://jsilve24.github.io/fido/
- Documentation: http://cran.r-project.org/web/packages/fido/fido.pdf
- License: GPL-3
-
Latest release: 1.1.2
published about 1 year ago
Rankings
Maintainers (1)
Dependencies
- R >= 4.1.0 depends
- Rcpp >= 0.12.17 imports
- dplyr * imports
- ggplot2 * imports
- purrr * imports
- rlang * imports
- tidybayes * imports
- tidyr * imports
- MCMCpack * suggests
- MicrobeDS * suggests
- ape * suggests
- knitr * suggests
- numDeriv * suggests
- phyloseq * suggests
- rmarkdown * suggests
- testthat >= 2.1.0 suggests
- actions/checkout v2 composite
- actions/upload-artifact main composite
- r-lib/actions/check-r-package v1 composite
- r-lib/actions/setup-pandoc v1 composite
- r-lib/actions/setup-r v1 composite
- r-lib/actions/setup-r-dependencies v1 composite