Tradable Itô Signatures: A Model-Free, Interpretable Framework for Dynamic Hedging

Xin Guo, Binnan Wang, Ruixun Zhang

We propose an interpretable machine-learning framework for dynamic hedging using the Itô signature transform, which turns asset-price paths into a set of linear features that unive…