high-frequency-trading

High-frequency trading firms compete on delays measured in millionths of a second. Neural networks are the newest tool in that race, and the evidence on what they add is more modest than the legend.

Algorithms now place most orders in US equity markets, and neural networks are one of the tools quantitative firms use to read order books and forecast returns. Here is how the methods work, what the research actually shows, and where the risks lie.