domain. Such asymmetric learning may help explain documented empirical patterns regarding the differential role of poor vs …

We study dynamic portfolio choice of a long-horizon investor who uses deep learning methods to predict equity returns … learning to form optimal portfolios through certainty equivalent returns and Sharpe ratios. We demonstrate that a long …-short-term-memory recurrent neural network, which excels in learning complex time-series dependencies, generates a superior performance among a …