MRD‐GAN: Multi‐representation discrimination GAN for enhancing the diversity of the generated data

M Megahed, A Mohammed - Computational Intelligence, 2024 - Wiley Online Library
The generative adversarial network (GAN) is a highly effective member of the generative
models category and is extensively employed for generating realistic samples across …

Multi-objective evolutionary GAN for tabular data synthesis

N Ran, BI Nasution, C Little, R Allmendinger… - arXiv preprint arXiv …, 2024 - arxiv.org
Synthetic data has a key role to play in data sharing by statistical agencies and other
generators of statistical data products. Generative Adversarial Networks (GANs), typically …

Multi-GANs with Shared Generator: An Approach for Handling Mode Collapse Issue

M Megahed, A Mohammed - 2024 6th International …, 2024 - ieeexplore.ieee.org
The Generative Adversarial Network (GAN) is a highly effective member of the generative
models' category and is widely utilized for generating realistic samples across various …