Deep Learning Statistical Arbitrage

Understand

Statistical arbitrage exploits temporal price differences between similar assets.

• We develop a unifying conceptual framework for statistical arbitrage and a novel data driven solution.
• First, we construct arbitrage portfolios of similar assets as residual portfolios from conditional latent asset pricing factors.
• Second, we extract their time series signals with a powerful machine-learning time-series solution, a convolutional transformer.