Olaf Wolkenhauer

Dependency-aware synthetic tabular data generation

2026 · Pattern Recognition

Synthetic tabular data is increasingly used in privacy-sensitive domains such as healthcare, but existing generative models often fail to preserve inter-attribute relationships. In particular, functional dependencies (FDs) and logical dependencies (LDs), which capture deterministic and …