The Annals of Probability · 2013 · 269 citations · 22 references
EngineeringMathematicsDerivativesProbability TheoryStochastic ProcessesBrownian MotionContinuous-time Stochastic ProcessesMarkov ProcessesStochastic CalculusStochastic Differential EquationsDirectional DerivativesItô CalculusItô IntegralMalliavin CalculusMartingale RepresentationMartingalesSemimartingalesStochastic Integrals
The resulting representation differs from the Clark–Haussmann–Ocone formula by involving only nonanticipative, pathwise computable quantities. The paper develops a nonanticipative calculus for functionals of continuous semimartingales by extending the Itô formula to path‑dependent functionals with directional derivatives. This is achieved by employing Dupire’s pathwise derivative on the space of càdlàg functions, yielding a nonanticipative extension of the Itô formula. The extension defines a weak derivative that is the inverse of the Itô integral, lifts the Malliavin derivative, and provides a constructive martingale representation for Itô processes using only nonanticipative, pathwise computable terms.
We develop a nonanticipative calculus for functionals of a continuous semimartingale, using an extension of the Itô formula to path-dependent functionals which possess certain directional derivatives. The construction is based on a pathwise derivative, introduced by Dupire, for functionals on the space of right-continuous functions with left limits. We show that this functional derivative admits a suitable extension to the space of square-integrable martingales. This extension defines a weak derivative which is shown to be the inverse of the Itô integral and which may be viewed as a nonanticipative “lifting” of the Malliavin derivative. These results lead to a constructive martingale representation formula for Itô processes. By contrast with the Clark–Haussmann–Ocone formula, this representation only involves nonanticipative quantities which may be computed pathwise.
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Differential equations driven by rough signals
Terry Lyons · Revista Matemática Iberoamericana · 1998 · 1.1K citations · Full text
On stochastic differential equations
Kiyosi Itô · Memoirs of the American Mathematical Society · 1951 · 787 citations
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On Square Integrable Martingales
Hiroshi Kunita, Shinzo Watanabe · Nagoya Mathematical Journal · 1967 · 627 citations · Full text
Stochastic calculus of variations and hypoelliptic operators
Paul Malliavin · 1978 · 546 citations
Kiyosi Itô · Proceedings of the Japan Academy Series A Mathematical Sciences · 1944 · 529 citations · Full text