Linear independence properties of the signature components of time-augmented stochastic processes

Arthur Bourdon, Benjamin Jourdain, Hervé Andrès

Adding the time as a component of a stochastic process before computing its signature terminal value ensures injectivity and supports universal approximation results, but it induce…