Books
Data Sets
Deep Learning
Explainable AI
Featured Posts
Machine Learning
Synthetic Data
Data Synthetization: enhanced GANs vs Copulas
Using case studies, I compare generative adversarial networks (GANs) with copulas to synthesize tabular data. I discuss back-end and front-end improvements to help GANs better replicate the correlation structure present in the real data. Likewise, I discuss methods to further improve copulas, including transforms, the use of separate copulas for each population segment, and parametric […]
Read More
You must be logged in to post a comment.