MarketGANs: Multivariate financial time-series data augmentation using generative adversarial networks

Jeonggyu Huh, Seungwon Jeong, Hyun-Gyoon Kim +2

This paper introduces MarketGAN, a factor-based generative framework for high-dimensional asset return generation under severe data scarcity. We embed an explicit asset-pricing fac…