Thesis
Effective algorithms for inverting the signature of a path
- Abstract:
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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
- DOI:
- Type of award:
- DPhil
- Level of award:
- Doctoral
- Awarding institution:
- University of Oxford
- Keywords:
- Subjects:
- UUID:
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uuid:11246a34-2c2b-40dd-be88-2a0b560fdfbf
- Deposit date:
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2019-03-16
Terms of use
- Copyright holder:
- Chang, J
- Copyright date:
- 2018
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