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1 result for “MarketGAN”

MarketGANs: Multivariate financial time-series data augmentation using generative adversarial networksq-fin.ST

MarketGAN generates financial returns using GANs to match empirical stylized facts.

problem Generating financial returns under data scarcity and preserving stylized facts.

method Generative adversarial learning with a TCN backbone.

result MarketGAN outperforms conventional methods in portfolio applications.

MarketGAN GANs financial returns data scarcity stylized facts

2026-01-25abs ↗pdf ↗