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Rice formula for processes with jumps and applications

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Abstract

We extend Rice Formula to a process which is the sum of two independent processes: a smooth process and a pure jump process with finitely many jumps. Formulas for the mean number of both continuous and discontinuous crossings through a fixed level on a compact time interval are obtained. We present examples in which we compute explicitly the mean number of crossings and compare which kind of crossings dominates for high levels. In one of the examples the leading term of the tail of the distribution function of the maximum of the process over a compact time interval as the level goes to infinity is obtained. We end giving a generalization, to the non-stationary case, of Borovkov-Last’s Rice Formula for Piecewise Deterministic Markov Processes.

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References

  • Adler, R., Samorodnitsky, G.: Level crossings of absolutely continuous stationary symmetric α-stable processes. Ann. Appl. Probab. 7, 460–493 (1997)

    Article  MATH  MathSciNet  Google Scholar 

  • Alodat, M.T., Aluudat, K.M.: The generalized hyperbolic process. Braz. J. Probab. Stat. 22 (1), 1–8 (2008)

    MATH  MathSciNet  Google Scholar 

  • Armentano, D., Wschebor, M.: Random systems of polynomial equations. The expected number of roots under smooth analysis. Bernoulli 15 (1), 249–266 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  • Azaïs, J.M., Wschebor, M.: Level Sets and Extrema of Random Processes and Fields. John Wiley and Sons, Inc., Hoboken. xii+393 pp. ISBN: 978-0-470-40933-6 (2009)

  • Azaïs, J.M., León, J.R., Wschebor, M.: Rice formulas and Gaussian waves. Bernoulli 17(1), 170–193 (2011)

    Article  MATH  MathSciNet  Google Scholar 

  • Biermé, H., Desolneux, A.: Crossings of smooth shot noise processes. To appear in Ann. Appl. Prob (2012)

  • Biermé, H., Desolneux, A.: A Fourier approach for the crossings of Shot Noise processes with jumps. J. Appl. Probab. 49, 100–113 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  • Borovkov, K., Last, G.: On level crossings for a general class of piecewise-deterministic Markov processes. Adv. Appl. Probab. 40 (3), 815–834 (2008)

    Article  MATH  MathSciNet  Google Scholar 

  • Borovkov, K., Last, G.: On Rice’s Formula for stationary multivariate piecewise deterministic smooth processes. J. Appl. Probab. 49(2), 351–363 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  • Brillinger, D.R.: On the number of solutions of systems of random equations. Ann. Math. Stat. 43, 534–540 (1972)

    Article  MATH  MathSciNet  Google Scholar 

  • Cucker, F., Krick, T., Malajovich, G., Wschebor, M.: A numerical algorithm for zero counting. III: Randomization and condition. Adv. Appl. Math. 48(1), 215–248 (2012)

    Article  MATH  MathSciNet  Google Scholar 

  • Dalmao, F.: Rice Formula: Extensions and Applications. PhD Thesis, Pedeciba-Universidad de la República, Uruguay (2013)

  • Galtier, T.: Note on the estimation of crossing intensity for laplace moving average. Extremes 14, 157–166 (2011)

    Article  MathSciNet  Google Scholar 

  • Jacobsen, M: Point Process Theory and Applications. Marked Point and Piecewise Deterministic Processes. Probability and its Applications. Birkhäuser Boston, Inc., Boston. xii+328 pp. ISBN: 978-0-8176-4215-0; 0-8176-4215-3 (2006)

  • Kac, M.: On the average number of roots of a random algebraic equation, Vol. 49 (1943)

  • Kratz, M.F.: Level crossings and other level functionals of stationary Gaussian processes. Probab. Surv. 3, 230–288 (2006)

    Article  MATH  MathSciNet  Google Scholar 

  • Krée, P., Soize, C.: Mécanique aléatoire. Vibrations non linéaires, turbulences, séismes, houle, fatigue. Dunod, Paris. xv+644 pp. ISBN: 2-04-015501-5 (1983)

  • Leadbetter, M.R., Spaniolo, G.V.: Reflections on Rice’s formulas for level crossings-history, extensions and use. Festschrift in honour of Daryl Daley. Aust. N. Z. J. Stat. 46(1), 173–180 (2004)

    Article  MATH  MathSciNet  Google Scholar 

  • Leadbetter, M.R., Lindgren, G., Rootzén, H.: Extremes and Related Properties of Stationary Sequences and Processes. Springer-Verlag, New York, Heidelberg, Berlin (1983)

    Book  Google Scholar 

  • Longuett-Higgins, M.S.: The statistical analysis of a random moving surface. Philos. Trans. Roy. Soc. London, Ser. A 249, 321–387 (1957)

    Article  MathSciNet  Google Scholar 

  • Marcus, M.B.: Level crossings of a stochastic process with absolutely continuous sample paths. Ann. Probab. 5, 52–71 (1977)

    Article  MATH  Google Scholar 

  • Petters, A.O., Rider, B., Teguia, A.M.: A mathematical theory of stochastic microlensing. II. Random images, shear, and the Kac-Rice formula. J. Math. Phys. 50, 122501 (2009). 17 pp

    Article  MathSciNet  Google Scholar 

  • Rice, S.O.: Mathematical analysis of random noise. Bell Syst. Tech. J 23, 282–332 (1944)

    Article  MATH  MathSciNet  Google Scholar 

  • Rice, S.O.: Mathematical analysis of random noise. Bell Syst. Tech. J. 24, 46–156 (1945)

    Article  MATH  MathSciNet  Google Scholar 

  • Rychlik, I.: On some reliability applications of Rice’s formula for the intensity of level crossings. Extremes 3(4), 331–348 (2001)

    Article  MathSciNet  Google Scholar 

  • Scheutzow, M.: A law of large numbers for upcrossing measures. Stochast. Process. Appl. 53, 285–305 (1994)

    Article  MATH  MathSciNet  Google Scholar 

  • Zähle, U.: A general Rice formula, Palm measures, and horizontal window conditioning for random fields. Stochast. Process. Appl. 17, 265–283 (1984)

    Article  MATH  Google Scholar 

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Correspondence to Federico Dalmao.

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Dalmao, F., Mordecki, E. Rice formula for processes with jumps and applications. Extremes 18, 15–35 (2015). https://doi.org/10.1007/s10687-014-0200-2

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