ganGenerativeData

Generate Generative Data for a Data Source

CRAN Package

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 and missing data completion. 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.


Team


Insights

Last 30 days

This package has been downloaded 508 times in the last 30 days. Not bad! The download count is somewhere between 'small-town buzz' and 'moderate academic conference'. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsFeb 9, 2025
0 downloadsFeb 10, 2025
0 downloadsFeb 11, 2025
54 downloadsFeb 12, 2025
30 downloadsFeb 13, 2025
5 downloadsFeb 14, 2025
24 downloadsFeb 15, 2025
11 downloadsFeb 16, 2025
29 downloadsFeb 17, 2025
4 downloadsFeb 18, 2025
28 downloadsFeb 19, 2025
53 downloadsFeb 20, 2025
8 downloadsFeb 21, 2025
10 downloadsFeb 22, 2025
42 downloadsFeb 23, 2025
12 downloadsFeb 24, 2025
8 downloadsFeb 25, 2025
12 downloadsFeb 26, 2025
45 downloadsFeb 27, 2025
7 downloadsFeb 28, 2025
7 downloadsMar 1, 2025
8 downloadsMar 2, 2025
7 downloadsMar 3, 2025
10 downloadsMar 4, 2025
42 downloadsMar 5, 2025
4 downloadsMar 6, 2025
4 downloadsMar 7, 2025
0 downloadsMar 8, 2025
1 downloadsMar 9, 2025
11 downloadsMar 10, 2025
17 downloadsMar 11, 2025
12 downloadsMar 12, 2025
3 downloadsMar 13, 2025
0 downloadsMar 14, 2025
0 downloadsMar 15, 2025
0
54

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 5,147 times in the last 365 days. Impressive! The kind of number that makes colleagues ask, 'How did you do it?' The day with the most downloads was Oct 02, 2024 with 85 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports3 packages
  • Linking To1 package