Open Access
2020 Zooming-in on a Lévy process: failure to observe threshold exceedance over a dense grid
Krzysztof Bisewski, Jevgenijs Ivanovs
Electron. J. Probab. 25: 1-33 (2020). DOI: 10.1214/20-EJP513
Abstract

For a Lévy process $X$ on a finite time interval consider the probability that it exceeds some fixed threshold $x>0$ while staying below $x$ at the points of a regular grid. We establish exact asymptotic behavior of this probability as the number of grid points tends to infinity. We assume that $X$ has a zooming-in limit, which necessarily is $1/\alpha $-self-similar Lévy process with $\alpha \in (0,2]$, and restrict to $\alpha >1$. Moreover, the moments of the difference of the supremum and the maximum over the grid points are analyzed and their asymptotic behavior is derived. It is also shown that the zooming-in assumption implies certain regularity properties of the ladder process, and the decay rate of the left tail of the supremum distribution is determined.

References

1.

[1] H. Albrecher and J. Ivanovs, Strikingly simple identities relating exit problems for Lévy processes under continuous and Poisson observations, Stochastic Process. Appl. 127 (2017), no. 2, 643–656. 1354.60048 10.1016/j.spa.2016.06.021[1] H. Albrecher and J. Ivanovs, Strikingly simple identities relating exit problems for Lévy processes under continuous and Poisson observations, Stochastic Process. Appl. 127 (2017), no. 2, 643–656. 1354.60048 10.1016/j.spa.2016.06.021

2.

[2] D. J. Aldous and G. K. Eagleson, On mixing and stability of limit theorems, Ann. Probability 6 (1978), no. 2, 325–331.[2] D. J. Aldous and G. K. Eagleson, On mixing and stability of limit theorems, Ann. Probability 6 (1978), no. 2, 325–331.

3.

[3] S. Asmussen, P. Glynn, and J. Pitman, Discretization error in simulation of one-dimensional reflecting Brownian motion, Ann. Appl. Probab. 5 (1995), no. 4, 875–896. 0853.65147 10.1214/aoap/1177004597 euclid.aoap/1177004597[3] S. Asmussen, P. Glynn, and J. Pitman, Discretization error in simulation of one-dimensional reflecting Brownian motion, Ann. Appl. Probab. 5 (1995), no. 4, 875–896. 0853.65147 10.1214/aoap/1177004597 euclid.aoap/1177004597

4.

[4] S. Asmussen and J. Ivanovs, Discretization error for a two-sided reflected Lévy process, Queueing Syst. 89 (2018), no. 1–2, 199–212. 1408.60036 10.1007/s11134-018-9576-z[4] S. Asmussen and J. Ivanovs, Discretization error for a two-sided reflected Lévy process, Queueing Syst. 89 (2018), no. 1–2, 199–212. 1408.60036 10.1007/s11134-018-9576-z

5.

[5] R. Avikainen, On irregular functionals of SDEs and the Euler scheme, Finance Stoch. 13 (2009), no. 3, 381–401. 1199.60198 10.1007/s00780-009-0099-7[5] R. Avikainen, On irregular functionals of SDEs and the Euler scheme, Finance Stoch. 13 (2009), no. 3, 381–401. 1199.60198 10.1007/s00780-009-0099-7

6.

[6] O. Barndorff-Nielsen, Exponentially decreasing distributions for the logarithm of particle size, Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences, vol. 353, The Royal Society, 1977, pp. 401–419. 0931.41017[6] O. Barndorff-Nielsen, Exponentially decreasing distributions for the logarithm of particle size, Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences, vol. 353, The Royal Society, 1977, pp. 401–419. 0931.41017

7.

[7] J. Bertoin, R. A. Doney, and R. A. Maller, Passage of Lévy processes across power law boundaries at small times, Ann. Probab. 36 (2008), no. 1, 160–197. 1140.60025 10.1214/009117907000000097 euclid.aop/1196268677[7] J. Bertoin, R. A. Doney, and R. A. Maller, Passage of Lévy processes across power law boundaries at small times, Ann. Probab. 36 (2008), no. 1, 160–197. 1140.60025 10.1214/009117907000000097 euclid.aop/1196268677

8.

[8] J. Bertoin, Splitting at the infimum and excursions in half-lines for random walks and Lévy processes, Stochastic Process. Appl. 47 (1993), no. 1, 17–35. 0786.60101 10.1016/0304-4149(93)90092-I[8] J. Bertoin, Splitting at the infimum and excursions in half-lines for random walks and Lévy processes, Stochastic Process. Appl. 47 (1993), no. 1, 17–35. 0786.60101 10.1016/0304-4149(93)90092-I

9.

[9] J. Bertoin, Lévy processes, Cambridge Tracts in Mathematics, vol. 121, Cambridge University Press, Cambridge, 1996.[9] J. Bertoin, Lévy processes, Cambridge Tracts in Mathematics, vol. 121, Cambridge University Press, Cambridge, 1996.

10.

[10] P. Billingsley, Convergence of probability measures, second ed., Wiley Series in Probability and Statistics: Probability and Statistics, John Wiley & Sons Inc., New York, 1999, A Wiley-Interscience Publication.[10] P. Billingsley, Convergence of probability measures, second ed., Wiley Series in Probability and Statistics: Probability and Statistics, John Wiley & Sons Inc., New York, 1999, A Wiley-Interscience Publication.

11.

[11] N. H. Bingham, C. M. Goldie, and J. L. Teugels, Regular variation, Encyclopedia of Mathematics and its Applications, vol. 27, Cambridge University Press, Cambridge, 1987.[11] N. H. Bingham, C. M. Goldie, and J. L. Teugels, Regular variation, Encyclopedia of Mathematics and its Applications, vol. 27, Cambridge University Press, Cambridge, 1987.

12.

[12] K. Bisewski, D. Crommelin, and M. Mandjes, Controlling the time discretization bias for the supremum of Brownian motion, ACM Trans. Model. Comput. Simul. 28 (2018), no. 3, Art. 24, 25.[12] K. Bisewski, D. Crommelin, and M. Mandjes, Controlling the time discretization bias for the supremum of Brownian motion, ACM Trans. Model. Comput. Simul. 28 (2018), no. 3, Art. 24, 25.

13.

[13] J. Bretagnolle, Résultats de Kesten sur les processus à accroissements indépendants, Séminaire de Probabilités V Université de Strasbourg, Springer, 1971, pp. 21–36.[13] J. Bretagnolle, Résultats de Kesten sur les processus à accroissements indépendants, Séminaire de Probabilités V Université de Strasbourg, Springer, 1971, pp. 21–36.

14.

[14] M. Broadie, P. Glasserman, and S. G. Kou, Connecting discrete and continuous path-dependent options, Finance Stoch. 3 (1999), no. 1, 55–82. 0924.90007 10.1007/s007800050052[14] M. Broadie, P. Glasserman, and S. G. Kou, Connecting discrete and continuous path-dependent options, Finance Stoch. 3 (1999), no. 1, 55–82. 0924.90007 10.1007/s007800050052

15.

[15] M. Broadie, P. Glasserman, and S. G. Kou, A continuity correction for discrete barrier options, Math. Finance 7 (1997), no. 4, 325–349. 1020.91020 10.1111/1467-9965.00035[15] M. Broadie, P. Glasserman, and S. G. Kou, A continuity correction for discrete barrier options, Math. Finance 7 (1997), no. 4, 325–349. 1020.91020 10.1111/1467-9965.00035

16.

[16] J. González Cázares, A Mijatovic, and G. Uribe Bravo, Geometrically convergent simulation of the extrema of Lévy processes, (2019), (submitted for publication, arXiv: arXiv:1810.11039). 1810.11039[16] J. González Cázares, A Mijatovic, and G. Uribe Bravo, Geometrically convergent simulation of the extrema of Lévy processes, (2019), (submitted for publication, arXiv: arXiv:1810.11039). 1810.11039

17.

[17] L. Chaumont, On the law of the supremum of Lévy processes, Ann. Probab. 41 (2013), no. 3A, 1191–1217. 1277.60081 10.1214/11-AOP708 euclid.aop/1367241498[17] L. Chaumont, On the law of the supremum of Lévy processes, Ann. Probab. 41 (2013), no. 3A, 1191–1217. 1277.60081 10.1214/11-AOP708 euclid.aop/1367241498

18.

[18] L. Chaumont and R. A. Doney, On Lévy processes conditioned to stay positive, Electron. J. Probab. 10 (2005), no. 28, 948–961. 1109.60039 10.1214/EJP.v10-261[18] L. Chaumont and R. A. Doney, On Lévy processes conditioned to stay positive, Electron. J. Probab. 10 (2005), no. 28, 948–961. 1109.60039 10.1214/EJP.v10-261

19.

[19] L. Chaumont and R. A. Doney, Invariance principles for local times at the maximum of random walks and Lévy processes, Ann. Probab. 38 (2010), no. 4, 1368–1389. 1210.60033 10.1214/09-AOP512 euclid.aop/1278593953[19] L. Chaumont and R. A. Doney, Invariance principles for local times at the maximum of random walks and Lévy processes, Ann. Probab. 38 (2010), no. 4, 1368–1389. 1210.60033 10.1214/09-AOP512 euclid.aop/1278593953

20.

[20] L. Chaumont and J. Malecki, On the asymptotic behavior of the density of the supremum of Lévy processes, Ann. Inst. Henri Poincaré Probab. Stat. 52 (2016), no. 3, 1178–1195. 1350.60042 10.1214/15-AIHP674 euclid.aihp/1469723516[20] L. Chaumont and J. Malecki, On the asymptotic behavior of the density of the supremum of Lévy processes, Ann. Inst. Henri Poincaré Probab. Stat. 52 (2016), no. 3, 1178–1195. 1350.60042 10.1214/15-AIHP674 euclid.aihp/1469723516

21.

[21] A. Chen, Sampling error of the supremum of a Levy process, Ph.D. thesis, 2011, Thesis (Ph.D.)–University of Illinois at Urbana-Champaign, p. 128. 0931.41017[21] A. Chen, Sampling error of the supremum of a Levy process, Ph.D. thesis, 2011, Thesis (Ph.D.)–University of Illinois at Urbana-Champaign, p. 128. 0931.41017

22.

[22] C.-S. Deng and R. L. Schilling, On shift Harnack inequalities for subordinate semigroups and moment estimates for Lévy processes, Stochastic Process. Appl. 125 (2015), no. 10, 3851–3878. 1328.60118 10.1016/j.spa.2015.05.013[22] C.-S. Deng and R. L. Schilling, On shift Harnack inequalities for subordinate semigroups and moment estimates for Lévy processes, Stochastic Process. Appl. 125 (2015), no. 10, 3851–3878. 1328.60118 10.1016/j.spa.2015.05.013

23.

[23] E. H. A. Dia and D. Lamberton, Connecting discrete and continuous lookback or hindsight options in exponential Lévy models, Adv. in Appl. Probab. 43 (2011), no. 4, 1136–1165.[23] E. H. A. Dia and D. Lamberton, Connecting discrete and continuous lookback or hindsight options in exponential Lévy models, Adv. in Appl. Probab. 43 (2011), no. 4, 1136–1165.

24.

[24] A. B. Dieker and G. Lagos, On the Euler discretization error of Brownian motion about random times, (2019), (submitted for publication, arXiv: arXiv:1708.04356). 1708.04356[24] A. B. Dieker and G. Lagos, On the Euler discretization error of Brownian motion about random times, (2019), (submitted for publication, arXiv: arXiv:1708.04356). 1708.04356

25.

[25] R. A. Doney and A. E. Kyprianou, Overshoots and undershoots of Lévy processes, Ann. Appl. Probab. 16 (2006), no. 1, 91–106.[25] R. A. Doney and A. E. Kyprianou, Overshoots and undershoots of Lévy processes, Ann. Appl. Probab. 16 (2006), no. 1, 91–106.

26.

[26] R. A. Doney and R. A. Maller, Stability and attraction to normality for Lévy processes at zero and at infinity, J. Theoret. Probab. 15 (2002), no. 3, 751–792. 1015.60043 10.1023/A:1016228101053[26] R. A. Doney and R. A. Maller, Stability and attraction to normality for Lévy processes at zero and at infinity, J. Theoret. Probab. 15 (2002), no. 3, 751–792. 1015.60043 10.1023/A:1016228101053

27.

[27] R. A. Doney and V. Rivero, Asymptotic behaviour of first passage time distributions for Lévy processes, Probab. Theory Related Fields 157 (2013), no. 1–2, 1–45. 1286.60042 10.1007/s00440-012-0448-x[27] R. A. Doney and V. Rivero, Asymptotic behaviour of first passage time distributions for Lévy processes, Probab. Theory Related Fields 157 (2013), no. 1–2, 1–45. 1286.60042 10.1007/s00440-012-0448-x

28.

[28] R. A. Doney and M. S. Savov, The asymptotic behavior of densities related to the supremum of a stable process, Ann. Probab. 38 (2010), no. 1, 316–326. 1185.60052 10.1214/09-AOP479 euclid.aop/1264434000[28] R. A. Doney and M. S. Savov, The asymptotic behavior of densities related to the supremum of a stable process, Ann. Probab. 38 (2010), no. 1, 316–326. 1185.60052 10.1214/09-AOP479 euclid.aop/1264434000

29.

[29] R. A. Doney, Fluctuation theory for Lévy processes, Lecture Notes in Mathematics, vol. 1897, Springer, Berlin, 2007, Lectures from the 35th Summer School on Probability Theory held in Saint-Flour, July 6–23, 2005, Edited and with a foreword by Jean Picard.[29] R. A. Doney, Fluctuation theory for Lévy processes, Lecture Notes in Mathematics, vol. 1897, Springer, Berlin, 2007, Lectures from the 35th Summer School on Probability Theory held in Saint-Flour, July 6–23, 2005, Edited and with a foreword by Jean Picard.

30.

[30] E. Eberlein, Application of generalized hyperbolic Lévy motions to finance, Lévy processes, Birkhäuser Boston, Boston, MA, 2001, pp. 319–336.[30] E. Eberlein, Application of generalized hyperbolic Lévy motions to finance, Lévy processes, Birkhäuser Boston, Boston, MA, 2001, pp. 319–336.

31.

[31] J. E. Figueroa-López and C. Houdré, Small-time expansions for the transition distributions of Lévy processes, Stochastic Process. Appl. 119 (2009), no. 11, 3862–3889.[31] J. E. Figueroa-López and C. Houdré, Small-time expansions for the transition distributions of Lévy processes, Stochastic Process. Appl. 119 (2009), no. 11, 3862–3889.

32.

[32] J. E. Figueroa-López and Y. Luo, Small-time expansions for state-dependent local jump-diffusion models with infinite jump activity, Stochastic Process. Appl. 128 (2018), no. 12, 4207–4245. 1417.60071 10.1016/j.spa.2018.02.001[32] J. E. Figueroa-López and Y. Luo, Small-time expansions for state-dependent local jump-diffusion models with infinite jump activity, Stochastic Process. Appl. 128 (2018), no. 12, 4207–4245. 1417.60071 10.1016/j.spa.2018.02.001

33.

[33] M. B. Giles and Y. Xia, Multilevel Monte Carlo for exponential Lévy models, Finance Stoch. 21 (2017), no. 4, 995–1026. 1403.91371 10.1007/s00780-017-0341-7[33] M. B. Giles and Y. Xia, Multilevel Monte Carlo for exponential Lévy models, Finance Stoch. 21 (2017), no. 4, 995–1026. 1403.91371 10.1007/s00780-017-0341-7

34.

[34] J. Ivanovs, Zooming in on a Lévy process at its supremum, Ann. Appl. Probab. 28 (2018), no. 2, 912–940. 1391.60107 10.1214/17-AAP1320 euclid.aoap/1523433628[34] J. Ivanovs, Zooming in on a Lévy process at its supremum, Ann. Appl. Probab. 28 (2018), no. 2, 912–940. 1391.60107 10.1214/17-AAP1320 euclid.aoap/1523433628

35.

[35] A. J. E. M. Janssen and J. S. H. Van Leeuwaarden, Equidistant sampling for the maximum of a Brownian motion with drift on a finite horizon, Electron. Commun. Probab. 14 (2009), 143–150.[35] A. J. E. M. Janssen and J. S. H. Van Leeuwaarden, Equidistant sampling for the maximum of a Brownian motion with drift on a finite horizon, Electron. Commun. Probab. 14 (2009), 143–150.

36.

[36] O. Kallenberg, Foundations of modern probability, second ed., Probability and its Applications (New York), Springer-Verlag, New York, 2002. 0996.60001[36] O. Kallenberg, Foundations of modern probability, second ed., Probability and its Applications (New York), Springer-Verlag, New York, 2002. 0996.60001

37.

[37] H. Kesten, Hitting probabilities of single points for processes with stationary independent increments, Memoirs of the American Mathematical Society, No. 93, American Mathematical Society, Providence, R.I., 1969. 0201.19002 10.1090/S0002-9904-1969-12245-7 euclid.bams/1183530560[37] H. Kesten, Hitting probabilities of single points for processes with stationary independent increments, Memoirs of the American Mathematical Society, No. 93, American Mathematical Society, Providence, R.I., 1969. 0201.19002 10.1090/S0002-9904-1969-12245-7 euclid.bams/1183530560

38.

[38] M. Kwasnicki, J. Malecki, and M. Ryznar, Suprema of Lévy processes, Ann. Probab. 41 (2013), no. 3B, 2047–2065. 1288.60061 10.1214/11-AOP719 euclid.aop/1368623519[38] M. Kwasnicki, J. Malecki, and M. Ryznar, Suprema of Lévy processes, Ann. Probab. 41 (2013), no. 3B, 2047–2065. 1288.60061 10.1214/11-AOP719 euclid.aop/1368623519

39.

[39] R. Léandre, Densité en temps petit d’un processus de sauts, Séminaire de Probabilités, XXI, Lecture Notes in Math., vol. 1247, Springer, Berlin, 1987, pp. 81–99.[39] R. Léandre, Densité en temps petit d’un processus de sauts, Séminaire de Probabilités, XXI, Lecture Notes in Math., vol. 1247, Springer, Berlin, 1987, pp. 81–99.

40.

[40] J. Picard, Density in small time for Levy processes, ESAIM Probab. Statist. 1 (1995/97), 357–389. 0899.60065 10.1051/ps:1997114[40] J. Picard, Density in small time for Levy processes, ESAIM Probab. Statist. 1 (1995/97), 357–389. 0899.60065 10.1051/ps:1997114

41.

[41] S. Raible, Lévy processes in finance: Theory, numerics, and empirical facts, Ph.D. thesis, Universität Freiburg, 2000. 0966.60044[41] S. Raible, Lévy processes in finance: Theory, numerics, and empirical facts, Ph.D. thesis, Universität Freiburg, 2000. 0966.60044

42.

[42] K.-I. Sato, Lévy processes and infinitely divisible distributions, Cambridge Studies in Advanced Mathematics, vol. 68, Cambridge University Press, Cambridge, 2013.[42] K.-I. Sato, Lévy processes and infinitely divisible distributions, Cambridge Studies in Advanced Mathematics, vol. 68, Cambridge University Press, Cambridge, 2013.

43.

[43] M. Sharpe, Zeroes of infinitely divisible densities, The Annals of Mathematical Statistics 40 (1969), no. 4, 1503–1505. 0184.21405 10.1214/aoms/1177697525 euclid.aoms/1177697525[43] M. Sharpe, Zeroes of infinitely divisible densities, The Annals of Mathematical Statistics 40 (1969), no. 4, 1503–1505. 0184.21405 10.1214/aoms/1177697525 euclid.aoms/1177697525

44.

[44] V. Vigon, Votre Lévy rampe-t-il?, J. London Math. Soc. (2) 65 (2002), no. 1, 243–256. 1016.60054 10.1112/S0024610701002885[44] V. Vigon, Votre Lévy rampe-t-il?, J. London Math. Soc. (2) 65 (2002), no. 1, 243–256. 1016.60054 10.1112/S0024610701002885

45.

[45] V. M. Zolotarev, Mellin-Stieltjes transforms in probability theory, Theory of Probability & Its Applications 2 (1957), no. 4, 433–460.[45] V. M. Zolotarev, Mellin-Stieltjes transforms in probability theory, Theory of Probability & Its Applications 2 (1957), no. 4, 433–460.
Krzysztof Bisewski and Jevgenijs Ivanovs "Zooming-in on a Lévy process: failure to observe threshold exceedance over a dense grid," Electronic Journal of Probability 25(none), 1-33, (2020). https://doi.org/10.1214/20-EJP513
Received: 7 June 2019; Accepted: 26 August 2020; Published: 2020
Vol.25 • 2020
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