Table 4 GAN architectures of research works related to tabular data where explicitly stated, broken down by research area
From: The use of generative adversarial networks to alleviate class imbalance in tabular data: a survey
Architecture | Research area | Research works |
|---|---|---|
AnoGAN | Financial Transactions | Fiore et al. [49] |
Other Disciplines | Wang et al. [60] | |
CGAN | Cybersecurity | Belenko et al. [47] |
Lee and Park [39] | ||
Wang et al. [44] | ||
Wang et al. [43] | ||
Vu et al. [36] | ||
Financial Transactions | Engelmann and Lessmann [54] | |
Other Disciplines | Quintana and Miller [55] | |
Quintana and Miller [64] | ||
Dos Santos Tanakha et al. [65] | ||
CGAN with other modules | Financial Transactions | Lei et al. [51] |
Other Disciplines | Deepshikha and Naman [69] |