Generate synthetic samples from tabular data

Code

• github.com/askexplain/sampling4sharing
  OfficialIn papernone★ 3
• github.com/AskExplain/synthetic_sampling
  Officialnone★ 3

Abstract

Generating new samples from data sets can mitigate extra expensive operations, increased invasive procedures, and mitigate privacy issues. These novel samples that are statistically robust can be used as a temporary and intermediate replacement when privacy is a concern. This method can enable better data sharing practices without problems relating to identification issues or biases that are flaws for an adversarial attack.

Tasks

Reproductions