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Probability and Computational Finance Seminar
Xi Geng Carnegie Mellon University Title: The exponential transform of a path: a faithful representation Abstract: The exponential transform of a vector-valued path, also known as the signature of a path, is the formal sequence of associated iterated path integrals. While the description of a path involves its local behaviors and their interactions, the signature is a global algebraic quantity encoding the total increment, geometric signed area and all higher order areas of the underlying path. It is widely believed (and surprisingly) that the signature contains essentially all information about the underlying path. In this talk, we will prove that every (rough) path is uniquely determined by its signature up to tree-like equivalence. Moreover, looking into its probabilistic counterpart, we will obtain stronger results for sample paths of Gaussian processes by applying the Malliavin calculus. I will also talk about the reconstruction of a path from its signature if time permits. Date: Monday, October 10, 2016 Time: 4:30 pm Location: Wean Hall 8220 Submitted by: Steve Shreve |