Identifying Infection with Machine Intelligence
Overview
A novel machine learning method for plant viruses diagnostic using genome sequencing data. This package includes three different machine learning models, random forest, XGBoost, and elastic net, to train and predict mapped genome samples. Mappability profile and unreliable regions are introduced to the algorithm, and users can build a mappability profile from scratch with functions included in the package. Plotting mapped sample coverage information is provided.
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-06-09
- ERROR12 OK, 1 ERROR2026-06-08
- OK13 OK2026-05-10
Show 4 earlier changesHide 4 earlier changes
- ERROR12 OK, 1 ERROR2026-05-03
- OK13 OK2026-05-02
- ERROR11 OK, 1 ERROR2026-04-25
- OK14 OK2026-03-10
Documentation
- Help pages
- 14
- Examples that run
- 14%1 run in a plain check · 6 never run
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 0% with Rdpack citation macros
Downloads
Dependencies
Installing iimi adds 75 packages (40 with compiled code, 58 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB. 4 more not on CRAN are not measured.
CRAN will archive these unless their check problems are fixed by the date shown. This package needs each one to install.
- mltoolsfix by Nov 11
Code & Tests
Datasets
People & History
Package metadata
- First published
- 2024-03-07
- Total releases
- 5 / 2 yrs
- License
- MIT + file LICENSE OSI
- Minimum R
- ≥ 3.5.0
- Bundled data
- 2.4 MB / 7 files
- Download size
- 2.5 MB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("iimi")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 v2026-10-22, which the citation names so these numbers can be found later. More on citing and the projects behind them.