Deep Generative Models are Privacy Regularisers

Regulatory Topics I

Introduction

Most financial and business data are plagued with important anomalies that can’t easily be preserved when using synthetic data generators. The bulk of solutions that are found online are also time-agnostic leading to low fidelity synthetic time series. And even single-standing, cross-section methods fail after performing simple data validati…