Thesis icon

Thesis

Effective algorithms for inverting the signature of a path

Abstract:

The signature of a path is an important concept in rough paths theory. It has been proved in the literature that the terms in the signature of a path are bounded above, and it would then be interesting to consider whether a lower bound exists for the signature of a bounded-variation path. It has also been proved that the signature of a bounded-variation path is unique up to some modifications, then a natural question is reconstructing the path from its signature, i.e. inverting the signature of a path.

We show the connection between the two questions above, and provide practical methods for signature inversion. First we prove a result about the super-multiplicativity and the decay of the signature of a path with bounded variation, then we describe the method of symmetrisation, which was first introduced by Lyons and Xu, and demonstrate an algorithm to invert the signature of a monotone path. Moreover we introduce the method of inverting the signature by insertion, and provide examples using the insertion method to invert the signature of a path. We compare these two methods of signature inversion, and illustrate the differences with computational results.

Actions


Access Document


Files:

Authors


More by this author
Division:
MPLS
Department:
Mathematical Institute
Role:
Author

Contributors

Role:
Supervisor
Role:
Supervisor


DOI:
Type of award:
DPhil
Level of award:
Doctoral
Awarding institution:
University of Oxford


Keywords:
Subjects:
UUID:
uuid:11246a34-2c2b-40dd-be88-2a0b560fdfbf
Deposit date:
2019-03-16

Terms of use



Views and Downloads






If you are the owner of this record, you can report an update to it here: Report update to this record

TO TOP