AI × CryptoBullisharXiv – CS AI · 7h ago6/10
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Synthetic data in cryptocurrencies using generative models
Researchers propose using Conditional Generative Adversarial Networks (CGANs) to generate synthetic cryptocurrency price data, addressing privacy and access concerns in financial research. The approach combines LSTM generators with MLP discriminators to produce statistically consistent synthetic time series that preserve market dynamics, offering a computationally efficient alternative for financial modeling and analysis.