Generate Generative Data for a Data Source
Overview
Generative Adversarial Networks are applied to generate generative data for a data source. A generative model consisting of a generator and a discriminator network is trained. During iterative training the distribution of generated data is converging to that of the data source. Direct applications of generative data are the created functions for data evaluation, missing data completion and data classification. A software service for accelerated training of generative models on graphics processing units is available. Reference: Goodfellow et al. (2014) doi:10.48550/arXiv.1406.2661.
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK14 OK2026-04-22
- ERROR13 OK, 1 ERROR2026-04-18
- OK14 OK2026-03-10
Documentation
- Help pages
- 34includes a package overview page
- Examples that run
- 3%1 run in a plain check · 7 only when donttest examples are enabled (R CMD check --as-cran) · 26 never run
- Exported functions with examples
- 100%
- Documented parameters
- 93%
- Return-value docs
- 100%
- Help pages citing references
- 3%
Downloads
Dependencies
Installing ganGenerativeData adds 34 packages (22 with compiled code, 12 MB of source tarballs). Heaviest: tfruns 1.9 MB, Rcpp 1.8 MB, reticulate 1.6 MB.
Code & Tests
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 2.1.6Latest
- RR 4.5.0 released · 2025-04-11
- 2.1.4
- 2.1.32024-10-07 · diff ↗
- 2.1.22024-09-30 · diff ↗ ·
removed 1 export
gdCalculateDensityValueQuantileadded 2 exports
gdDensityValueQuantile, gdDensityValueInverseQuantile - 2.0.22024-06-23 · diff ↗
- 2.0.12024-06-17 · diff ↗ ·
added 5 exports
gdServiceTrain, gdServiceGetGenerativeModel, gdServiceGetGenerativeData, gdServiceGetStatus, gdServiceDelete - RR 4.4.0 released · 2024-04-24
- 1.5.72024-02-18 · diff ↗
- 1.5.62024-01-08 · diff ↗
- 1.5.52023-12-18 · diff ↗
- 1.5.42023-12-12 · diff ↗
- 1.5.32023-12-02 · diff ↗
- 1.5.12023-11-19 · diff ↗
- 1.5.0
Show 12 earlier eventsHide 12 earlier events
- RR 4.3.0 released · 2023-04-21
- 1.4.32023-03-25 · diff ↗
- 1.4.22023-02-26 · diff ↗
- 1.4.12023-02-11 · diff ↗ ·
removed 1 export
gdPlot2dProjectionadded 3 exports
gdGenerateParameters, gdPlotProjection, gdWriteSubset - RR 4.2.0 released · 2022-04-22
- 1.3.32022-02-16 · diff ↗
- 1.3.22022-02-10 · diff ↗ ·
added 4 exports
gdPlotParameters, gdPlotDataSourceParameters, gdKNearestNeighbors, gdComplete - 1.2.02021-10-09 · diff ↗ ·
added 3 exports
gdCalculateDensityValues, gdCalculateDensityValue, gdCalculateDensityValueQuantile - 1.1.12021-05-24 · diff ↗
- RR 4.1.0 released · 2021-05-18
- 1.12021-04-26
- RR 4.0.0 released · 2020-04-24
Package metadata
- First published
- 2021-04-26
- Total releases
- 21 / 5 yrs
- License
- GPL (>= 2) OSI
- Download size
- 787 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("ganGenerativeData")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 v2026-10-24, which the citation names so these numbers can be found later. More on citing and the projects behind them.