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tidysynthesis: A Common API for Synthesizing Data
A system built on 'tidymodels' for generating synthetic tabular data. We provide tools for ordering a sequential synthesis, feature and target engineering, sampling, hyperparameter tuning, enforcing constraints, and adding extra noise during a synthesis.
Getting started
Browse package contents
Package details |
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| Author | Aaron R. Williams [aut, cre] (ORCID: <https://orcid.org/0000-0001-5564-1938>), Kyle Ueyama [aut], Gabe Morrison [aut] (ORCID: <https://orcid.org/0009-0008-1815-5920>), Jeremy Seeman [aut] (ORCID: <https://orcid.org/0000-0003-3526-3209>), Elyse McFalls [ctb], Claire Morton [ctb], Livia Mucciolo [ctb], Madeline Pickens [ctb], Noah Zwiefel [ctb], The Urban Institute [cph] |
| Maintainer | Aaron R. Williams <awilliams@urban.org> |
| License | GPL-3 |
| Version | 0.1.3 |
| URL | https://ui-research.github.io/tidysynthesis-documentation/ |
| Package repository | View on CRAN |
| Installation |
Install the latest version of this package by entering the following in R:
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