Abstract
We study optimal approximation of stochastic integrals in the Itô sense when linear information, consisting of certain integrals of trajectories of Brownian motion, is available. Upper bounds on the nth minimal error, where n is the fixed cardinality of information, are obtained by the Wagner–Platen algorithm and are O(n − 3/2) or O(n − 2), depending on considered class of integrands. We also show that Ω(n − 2) is a lower bound which holds even for very smooth integrands.
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Hertling, P.: Nonlinear Lebesgue and Itô integration problems of high complexity. J. Complex. 17, 366–387 (2001)
Hofmann, N., Müller–Gronbach, T., Ritter, K.: Linear vs. standard information for scalar stochastic differential equations. J. Complex. 18, 394–414 (2002)
Karatzas, I., Shreve, S.E.: Brownian Motion and Stochastic Calculus, 2nd edn. Springer, New York (1991)
Kloeden, P.E., Platen, E.: Numerical Solution of Stochastic Differential Equations. Springer, Berlin (1992)
Müller–Gronbach, T.: Optimal pointwise approximation of SDEs based on Brownian motion at discrete points. Ann. Appl. Probab. 14(4), 1605–1642 (2004)
Øksendal, B.: Stochastic Differential Equations, 5th edn. Springer, New York (2000)
Ritter, K.: Average–case analysis of numerical problems. In: Lecture Notes in Mathematics, vol. 1733. Springer, Berlin (2000)
Sacks, J., Ylvisaker, D.: Statistical designs and integral approximation. In: Pyke, R. (ed.) Proc. 12th Bienn. Semin. Can. Math. Congr., Can. Math. Soc., Montreal (1970)
Sacks, J., Ylvisaker, D.: Design for regression problems with correlated errors III. Ann. Math. Stat. 41(6), 2057–2074 (1970)
Traub, J.F., Wasilkowski, G.W., Woźniakowski, H.: Information Based Complexity. Academic, New York (1988)
Wasilkowski, G.W.: Information of varying cardinality. J. Complex. 2, 204–228 (1986)
Wasilkowski, G.W., Woźniakowski, H.: On the complexity of stochastic integration. Math. Comput. 70, 685–698 (2001)
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This research was partly supported by AGH grant No. 10.420.03.
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Przybyłowicz, P. Linear information for approximation of the Itô integrals. Numer Algor 52, 677–699 (2009). https://doi.org/10.1007/s11075-009-9307-y
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DOI: https://doi.org/10.1007/s11075-009-9307-y