Abstract
We obtain existence and uniqueness in \(L^p\), \(p>1\) of the solutions of a backward stochastic differential equation (BSDE for short) driven by a marked point process, on a bounded interval. We show that the solution of the BSDE can be approximated by a finite system of deterministic differential equations. As application, we address an optimal control problem for point processes of general non-Markovian type and show that BSDEs can be used to prove existence of an optimal control and to represent the value function.
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References
Almgren R, Chriss N (2001) Optimal execution of portfolio transactions. J Risk 3:5–39
Ankirchner S, Jeanblanc M, Kruse T (2014) BSDEs with singular terminal condition and a control problem with constraints. SIAM J Control Optim 52(2):893913
Aubin J-P, Frankowska H (1990) Set-valued analysis. Systems & control: foundations & applications, vol 2. Birkhäuser
Bahlali K, Eddahbi M, Essaky EH (2003) BSDE associated with Lévy processes and application to PDIE. Int J Stoch Anal 16(1):117
Bandini E (2015) Existence and uniqueness for backward stochastic differential equations driven by a random measure, possibly non quasi-left continuous. Electron Commun Probab 20
Bandini E, Confortola F Optimal control of semi-Markov processes with a backward stochastic differential equations approach. Preprint. arXiv:1311.1063
Barles G, Buckdahn R, Pardoux E (1997) Backward stochastic differential equations and integral-partial differential equations. Stoch Stoch Rep 60:57–83
Becherer D (2006) Bounded solutions to backward SDE’s with jumps for utility optimization and indifference hedging. Ann Appl Probab 16:2027–2054
Bismut J-M (1973) Conjugate convex functions in optimal stochastic control. J Math Anal Appl 44(2):384404
Briand P, Carmona R (2000) BSDEs with polynomial growth generators. J Appl Math Stoch Anal 13:207238
Briand P, Delyon B, Hu Y, Pardoux E, Stoica L (2003) Lp solutions of backward stochastic dierential equations. Stoch Process Appl 108:109129
Carbone R, Ferrario B, Santacroce M (2008) Backward stochastic differential equations driven by càdlàg martingales. Theory Probab Appl 52:304–314
Cohen SN, Elliott RJ (2008) Solutions of backward stochastic differential equations on Markov chains. Commun Stoch Anal 2:251–262
Cohen SN, Elliott RJ (2010) Comparisons for backward stochastic differential equations on Markov chains and related no-arbitrage conditions. Ann Appl Probab 20:267–311
Cohen SN, Elliott RJ (2015) Stochastic calculus and applications, 2 nd ed. Probability and its Applications. Springer, Cham, 2015. xxiii+666 pp
Cohen SN, Szpruch L (2012) On Markovian solution to Markov Chain BSDEs. Numer Algebra Control Optim 2:257–269
Confortola F, Fuhrman M (2013) Backward stochastic differential equations and optimal control of marked point processes. SIAM J Control Optim 51(5):3592–3623
Confortola F, Fuhrman M (2014) Backward stochastic differential equations associated to jump Markov processes and their applications. Stoch Process Their Appl 124:289–316
Confortola F, Fuhrman M, Jacod J Backward stochastic differential equation driven by a marked point process: an elementary approach with an application to optimal control. Ann Appl Probab, to appear
Crépey S, Matoussi A (2008) Reflected and doubly reflected BSDEs with jumps: a priori estimates and comparison. Ann Appl Probab 18:2041–2069
Davis MHA (1976) The representation of martingales of jump processes. SIAM J Control Optim 14(4):623–638
Davis MHA (1993) Markov models and optimization. Monographs on Statistics and Applied Probability, 49. Chapman & Hall
Eddahbi M, Fakhouri I, Ouknine Y (2017) \(L^p\) (\(p\ge 2\))-solutions of generalized BSDEs with jumps and monotone generator in a general filtration. Mod Stoch Theory Appl 4(1):2563
El Karoui N, Matoussi A, Ngoupeyou A (2016) Quadratic exponential semimartingales and application to BSDEs with jumps. arXiv preprint. arXiv:1603.06191
El Karoui N, Peng S, Quenez M-C (1997) Backward stochastic differential equations in finance. Math Finance 7:1–71
Filippov AF (1962) On certain questions in the theory of optimal control. Vestnik Moskov Univ Ser Mat Meh Astronom 2:2542 (1959). English trans. J Soc Indust Appl Math Ser A Control 1:7684
Forsyth P, Kennedy J, Tse S, Windcliff H (2012) Optimal trade execution: a mean quadratic variation approach. J Econ Dyn Control 36:19711991
Gatheral J, Schied A (2011) Optimal trade execution under geometric Brownian motion in the Almgren and Chriss framework. Int J Theor Appl Financ 14:353–368
Graewe P, Horst U (2017) Optimal trade execution with instantaneous price impact and stochastic resilience. SIAM J Control Optim 55(6):3707–3725
Graewe P, Horst U, Qiu J (2015) A non-Markovian liquidation problem and backward SPDEs with singular terminal conditions. SIAM J Control Optim 53(2):690–711
He S, Wang J, Yan Y (1992) Semimartingale theory and stochastic calculus. Science Press, Bejiing
Li J, Wei Q (2014) Lp estimates for fully coupled FBSDEs with jumps. Stoch Process Appl 124(4):15821611
Jacod J (1974) Multivariate point processes: predictable projection, Radon–Nikodym derivatives, representation of martingales. Zeit für Wahr 31:235–253
(1979) Calcul stochastique et problmes de martingales. Lecture Notes in Mathematics 714, Springer, Berlin (1979)
Jacod J, Mémin J (1981) Weak and strong solutions of stochastic differential equations: existence and stability. In: Williams R (ed) Stochastic integrals. Springer Verlag, Lectures Notes in Math. vol 851, pp 169-212
Kazi-Tani MN, Possamaï D, Zhou C (2015) Quadratic BSDEs with jumps: a fixed-point approach. Electron J Probab 20(66):128
Kazi-Tani N PD, Zhou C (2015) Quadratic BSDEs with jumps: related nonlinear expectations. Stoch Dyn 1650012
Kharroubi I, Lim T (2012) Progressive enlargement of filtrations and backward SDEs with jumps. Preprint
Kratz P, Schneborn T (2015) Portfolio liquidation in dark pools in continuous time. Math Finance 25(3):496544
Kruse T, Popier A (2016) BSDEs with monotone generator driven by Brownian and Poisson noises in a general filtration. Stochastics 88(4):491539
Kruse T, Popier A (2016) Minimal supersolutions for BSDEs with singular terminal condition and application to optimal position targeting. Stoch Process Appl 126(9):25542592
Nualart D, Schoutens W (2001) Backward stochastic differential equations and Feynman–Kac formula for Lévy processes, with applications in finance. Bernoulli 7(5):761–776
Pardoux E, Peng S (1990) Adapted solution of a backward stochastic differential equation. Syst Control Lett 14:55–61
Royer M (2006) Backward stochastic differential equations with jumps and related non-linear expectations. Stoch Proc Appl 116:13581376
Shen L, Elliott RJ (2011) Backward stochastic differential equations for a single jump process. Stoch Anal Appl 29:654–673
Situ R (1997) On solutions of backward stochastic differen tial equations with jumps and applications. Stoch Process Their Appl 66(2):209236
Tang SJ, Li XJ (1994) Necessary conditions for optimal control of stochastic systems with random jumps. SIAM J Control Optim 32:1447–1475
Xia J (200) Backward stochastic differential equation with random measures. Acta Math Appl Sin (English Ser.) 16 (3)225–234
Yao S (2017) \(L^p\) solutions of backward stochastic differential equations with jumps. Stoch Process Appl 127(11):34653511
Acknowledgements
We wish to thank Prof. Jean Jacod for discussions on connections between BSDEs and point processes.
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Confortola, F. \(L^p\) solution of backward stochastic differential equations driven by a marked point process. Math. Control Signals Syst. 31, 1 (2019). https://doi.org/10.1007/s00498-018-0230-4
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DOI: https://doi.org/10.1007/s00498-018-0230-4