Scalable Signature-Based Distribution Regression via Reference Sets

Andrew Alden, Carmine Ventre, Blanka Horvath

Distribution Regression (DR) on stochastic processes describes the learning task of regression on collections of time series. Path signatures, a technique prevalent in stochastic a…