We define a characteristic function for probability measures on the signatures of geometric rough paths. We determine sufficient conditions under which a random variable is uniquely determined by its expected signature, thus partially solving the analogue of the moment problem. We furthermore study analyticity properties of the characteristic function and prove a method of moments for weak convergence of random variables. We apply our results to signature arising from Lévy, Gaussian and Markovian rough paths.
Characteristic functions of measures on geometric rough paths / Chevyrev, Ilya; Lyons, Terry. - In: ANNALS OF PROBABILITY. - ISSN 0091-1798. - 44:6(2016), pp. 4049-4082. [10.1214/15-aop1068]
Characteristic functions of measures on geometric rough paths
Chevyrev, Ilya;
2016-01-01
Abstract
We define a characteristic function for probability measures on the signatures of geometric rough paths. We determine sufficient conditions under which a random variable is uniquely determined by its expected signature, thus partially solving the analogue of the moment problem. We furthermore study analyticity properties of the characteristic function and prove a method of moments for weak convergence of random variables. We apply our results to signature arising from Lévy, Gaussian and Markovian rough paths.| File | Dimensione | Formato | |
|---|---|---|---|
|
1307.3580v6.pdf
accesso aperto
Descrizione: postprint
Tipologia:
Documento in Post-print
Licenza:
Non specificato
Dimensione
415.45 kB
Formato
Adobe PDF
|
415.45 kB | Adobe PDF | Visualizza/Apri |
|
ChevyrevLyons16.pdf
accesso aperto
Descrizione: pdf editoriale
Tipologia:
Versione Editoriale (PDF)
Licenza:
Copyright dell'editore
Dimensione
333.94 kB
Formato
Adobe PDF
|
333.94 kB | Adobe PDF | Visualizza/Apri |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.


