Abstract
Let w(t) be a standard Wiener process, w(0) = 0, and let η a (t) = w(t + a) − w(t), t ≥ 0, be increments of the Wiener process, a > 0. Let Z a (t), t ∈ [0, 2a], be a zeromean Gaussian stationary a.s. continuous process with a covariance function of the form E Z a (t)Z a (s) = 1/2[a − |t − s|], t, s ∈ [0, 2a]. For 0 < p < ∞, we prove results on sharp asymptotics as ɛ → 0 of the probabilities
, and compute similar asymptotics for the sup-norm. Derivation of the results is based on the method of comparing with a Wiener process. We present numerical values of the asymptotics in the case p = 1, p = 2, and for the sup-norm. We also consider application of the obtained results to one functional quantization problem of information theory.
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References
Lifshits, M.A., Gaussovskie sluchainye funktsii, Kiev: TViMS, 1995. Translated under the title Gaussian Random Functions, Dordrecht: Kluwer, 1995.
Kuo, H.-H., Gaussian Measures in Banach Spaces, Berlin: Springer, 1975. Translated under the title Gaussovskie mery v banakhovykh prostranstvakh, Moscow: Mir, 1979.
Gao, F. and Li, W.V., Small Ball Probabilities for the Slepian Gaussian Fields, Trans. Amer. Math. Soc., 2007, vol. 359, no. 3, pp. 1339–1350.
Nikitin, Ya.Yu. and Orsingher, E., Sharp Asymptotics of Small Deviations of Slepian and Watson Processes in the Hilbert Norm, Zap. Nauchn. Sem. S.-Peterburg. Otdel. Mat. Inst. Steklov (POMI), 2004, vol. 320, no. 8, pp. 120–128 [J. Math. Sci. (N.Y.) (Engl. Transl.), 2006, vol. 137, no. 1, pp. 4555–4560].
Li, W.V. and Shao, Q.-M., Gaussian Processes: Inequalities, Small Ball Probabilities and Applications, Stochastic Processes: Theory and Methods, Shanbhag, D.N. and Rao, C.R., Eds., Handbook of Statistics, vol. 19, Amsterdam: North-Holland, 2001, pp. 533–597.
Fatalov, V.R., Constants in the Asymptotics of Small Deviation Probabilities for Gaussian Processes and Fields, Uspekhi Mat. Nauk, 2003, vol. 58, no. 4, pp. 89–134 [Russian Math. Surveys (Engl. Transl.), 2003, vol. 58, no. 4, pp. 725–772].
Nazarov, A.I. and Nikitin, Ya.Yu., Exact L 2-Small Ball Behavior of Integrated Gaussian Processes and Spectral Asymptotics of Boundary Value Problems, Probab. Theory Related Fields, 2004, vol. 129, no. 4, pp. 469–494.
Lifshits, M. and Simon, T., Small Deviations for Fractional Stable Processes, Ann. Inst. H. Poincaré, Probab. Statist., 2005, vol. 41, no. 4, pp. 725–752.
Gao, F., Hannig, J., Lee, T.-Y., and Torcaso, F., Exact L 2 Small Balls of Gaussian Processes, J. Theoret. Probab., 2004, vol. 17, no. 2, pp. 503–520.
Fatalov, V.R., The Laplace Method for Small Deviations of Gaussian Processes of Wiener Type, Mat. Sb., 2005, vol. 196, no. 4, pp. 135–160 [Sb. Math. (Engl. Transl.), 2005, vol. 196, no. 3–4, pp. 595–620].
Fatalov, V.R., Sojourn Times and Sharp Asymptotics of Small Deviations of Bessel Processes for L p-Norms, p > 0, Izv. Ross. Akad. Nauk, Ser. Mat., 2007, vol. 71, no. 4, pp. 69–102 [Izv. Math. (Engl. Transl.), 2007, vol. 71, no. 4, pp. 721–752].
Fatalov, V.R., Exact Asymptotics of Small Deviations for a Nonstationary Ornstein-Uhlenbeck Process in the L p-Norm, p ≥ 2, Vestnik Moskov. Univ., Ser. I, Mat. Mekh., 2007, no. 4, pp. 3–8.
Fatalov, V.R., Exact Asymptotics of Small Deviations for a Stationary Ornstein-Uhlenbeck Process and Some Gaussian Diffusion Processes in the L p-Norm, 2 ≤ p ≤ ∞, Probl. Peredachi Inf., 2008, vol. 44, no. 2, pp. 75–95 [Probl. Inf. Trans. (Engl. Transl.), 2008, vol. 44, no. 2, pp. 138–155].
Li, W.V., Small Ball Probabilities for Gaussian Markov Processes under the L p-Norm, Stochastic Process. Appl., 2001, vol. 92, no. 1, pp. 87–102.
Li, W.V. and Shao, Q.-M., Lower Tail Probabilities for Gaussian Processes, Ann. Probab., 2004, vol. 32, no. 1A, pp. 216–242.
Lifshits, M.A., Asymptotic Behavior of Small Ball Probabilities, Probability Theory and Mathematical Statistics (Proc. 7th Vilnius Conf., Vilnius, Lithuania, 1998), Grigelionis, B., Kubilius, J., Paulauskas, V., Pragarauskas, H., Statulevicius, V., and Rudzkis, R., Vilnius: TEV, 1999, pp. 453–468.
Lifshits, M.A. and Linde, W., Approximation and Entropy Numbers of Volterra Operators with Application to Brownian Motion, Mem. Amer. Math. Soc., vol. 157, no. 745, Providence: AMS, 2002.
Luschgy, H. and Pagès, G., Sharp Asymptotics of the Functional Quantization Problem for Gaussian Processes, Ann. Probab., 2004, vol. 32, no. 2, pp. 1574–1599.
Graf, S., Luschgy, H., and Pagès, G., Functional Quantization and Small Ball Probabilities for Gaussian Processes, J. Theor. Probab., 2003, vol. 16, no. 4, pp. 1047–1062.
Graf, S. and Luschgy, H., Entropy-Constrained Functional Quantization of Gaussian Processes, Proc. Amer. Math. Soc., 2005, vol. 133, no. 11, pp. 3403–3409.
Dereich, S., Fehringer, F., Matoussi, A., and Scheutzow, M., On the Link between Small Ball Probabilities and the Quantization Problem for Gaussian Measures on Banach Spaces, J. Theor. Probab., 2003, vol. 16, no. 1, pp. 249–265.
Dereich, S., Small Ball Probabilities around Random Centers of Gaussian Measures and Applications to Quantization, J. Theor. Probab., 2003, vol. 16, no. 2, pp. 427–449.
Dereich, S., Asymptotic Behavior of the Distortion-Rate Function for Gaussian Processes in Banach Spaces, Bull. Sci. Math., 2005, vol. 129, no. 10, pp. 791–803.
Dereich, S. and Lifshits, M.A., Probabilities of Randomly Centered Small Balls and Quantization in Banach Spaces, Ann. Probab., 2005, vol. 33, no. 4, pp. 1397–1421.
Mogul’skii, A.A., Small Deviations in the Space of Trajectories, Teor. Veroyatnost. i Primenen., 1974, vol. 19, no. 4, pp. 755–765.
Novikov, A.A., Small Deviations of Gaussian Processes, Mat. Zametki, 1981, vol. 29, no. 2, pp. 291–301 [Math. Notes (Engl. Transl.), 1981, vol. 29, pp. 150–155].
Sytaya, G.N., On Small Spheres of Gaussian Measures, in Veroyatnostnye raspredeleniya v banakhovykh prostranstvakh (Probability Distributions on Banach Spaces), Kiev: Nauk. Dumka, 1978, pp. 154–171.
Gikhman, I.I. and Skorokhod, A.V., Teoriya sluchainykh protsessov, vol. 1, Moscow: Nauka, 1971. Translated under the title The Theory of Stochastic Processes, vol. 1, Berlin: Springer, 1974.
Vakhaniya, N.N., Tarieladze, V.I., and Chobanyan, S.A., Veroyatnostnye raspredeleniya v banakhovykh prostrnstvakh, Moscow: Nauka, 1985. Translated under the title Probability Distributions on Banach Spaces, Dordrecht: Kluwer, 1987.
Sytaya, G.N., On Some Asymptotic Representations for a Gaussian Measure in a Hilbert Space, in Teoriya sluchainykh protsessov (Theory of Random Processes), no. 2, Kiev: Nauk. Dumka, 1974, pp. 93–104.
Borodin, A.N. and Salminen, P., Handbook of Brownian Motion: Facts and Formulae, Basel: Birkhäuser, 1996. Translated under the title Spravochnik po brounovskomu dvizheniyu, St. Petersburg: Lan’, 2000.
Li, W.V., Small Deviations for Gaussian Markov Processes under the Sup-Norm, J. Theoret. Probab., 1999, vol. 12, no. 4, pp. 971–984.
Olver, F.W.J., Asymptotics and Special Functions, New York: Academic, 1974. Translated under the title Asimptotiki i spetsial’nye funktsii, Moscow: Nauka, 1990.
Handbook of Mathematical Functions, with Formulas, Graphs, and Mathematical Tables, Abramowitz, M. and Stegun, I.A., Eds., New York: Dover, 1965. Translated under the title Spravochnik po spetsial’nym funktsiyam s formulami, grafikami i matematicheskimi tablitsami, Moscow: Nauka, 1979.
Shepp, L., On the Integral of the Absolute Value of the Pinned Wiener Process, Ann. Probab., 1982, vol. 10, no. 1, pp. 234–239; 1991, vol. 19, no. 3, pp. 1397 (Acknowledgement of Priority).
Rice, S.O., The Integral of the Absolute Value of the Pinned Wiener Process-Calculation of Its Probability Density by Numerical Integration, Ann. Probab., 1982, vol. 10, no. 1, pp. 240–243.
Takács, L., On the Distribution of the Integral of the Absolute Value of the Brownian Motion, Ann. Appl. Probab., 1993, vol. 3, no. 1, pp. 186–197.
Tsirel’son, B.S., Probability Density of the Maximum of a Gaussiam Process, Teor. Veroyatnost. i Primenen., 1975, vol. 20, no. 4, pp. 865–873.
Korolyuk, V.S., Portenko, N.I., Skorokhod, A.V., and Turbin, A.F., Spravochnik po teorii veroyatnostei i matematicheskoi statistike (Handbook in Probability Theory and Mathematical Statistics), Moscow: Nauka, 1985, 2nd ed.
Tolmatz, L., Asymptotics of the Distribution of the Integral of the Absolute Value of the Brownian Bridge for Large Arguments, Ann. Probab., 2000, vol. 28, no. 1, pp. 132–139.
Fatalov, V.R., Correction to: “Large Deviations of Gaussian Measures in the Spaces l p and L p, p ≥ 2” [Teor. Veroyatnost. i Primenen., 1996, vol. 41, no. 3, pp. 682–689], Teor. Veroyatnost. i Primenen., 2006, vol. 51, no. 3, pp. 634–636 [Theory Probab. Appl. (Engl. Transl.), 2007, vol. 51, no. 3, pp. 561–563].
Fatalov, V.R., Exact Asymptotics of Wiener Integrals of Laplace Type for L p-Functionals, Izv. RAN, Ser. Mat., 2010, vol. 74, no. 1, pp. 197–224.
Slepian, D., First Passage Time for a Particular Gaussian Process, Ann. Math. Stat., 1961, vol. 32, no. 2, pp. 610–612.
Shepp, L.A., Radon-Nikodym Derivatives of Gaussian Measures, Ann. Math. Stat., 1966, vol. 37, no. 2, pp. 321–354.
Shepp, L.A., First Passage Time for a Particular Gaussian Process, Ann. Math. Stat., 1971, vol. 42, no. 3, pp. 946–951.
Shepp, L.A. and Slepian, D., First-Passage Time for a Particular Stationary Periodic Gaussian Process, J. Appl. Probab., 1976, vol. 13, no. 1, pp. 27–38.
Zakai, M. and Ziv, J., On the Threshold Effect in Radar Range Estimation, IEEE Trans. Inform. Theory, 1969, vol. 15, no. 1, pp. 167–170.
Jamison, B., Reciprocal Processes: The Stationary Gaussian Case, Ann. Math. Stat., 1970, vol. 41, no. 5, pp. 1624–1630.
Abrahams, J., Ramp Crossings for Slepian’s Process, IEEE Trans. Inform. Theory, 1984, vol. 30, no. 3, pp. 574–575.
Orsingher, E., On the Maximum of Gaussian Fourier Series Emerging in the Analysis of Random Vibrations, J. Appl. Probab., 1989, vol. 26, no. 1, pp. 182–188.
Yaglom, A.M., Korrelyatsionnaya teoriya statsionarnykh sluchainykh funktsii: s primerami iz meteorologii, Leningrad: Gidrometeoizdat, 1981. Translated under the title Correlation Theory of Stationary and Related Random Functions, New York: Springer, 1987.
Leadbetter, M.R., Lindgren, G., and Rootzén, H., Extremes and Related Properties of Random Sequences and Processes, New York: Springer, 1983. Translated under the title Ekstremumy sluchainykh posledovatel’nostei i protsessov, Moscow: Mir, 1989.
Prokhorov, Yu.V. and Rozanov, Yu.A., Teoriya veroyatnostei: osnovnye poniatiya, predel’nye teoremy, sluchainye protsessy, Moscow: Nauka, 1973, 2nd ed. First edition translated under the title Probability Theory: Basic Concepts, Limit Theorems, Random Processes, Berlin: Springer, 1969.
Rozanov, Yu.A., Gaussovskie beskonechnomernye raspredeleniya (Infinite-Dimensional Gaussian Distributions), Trudy Mat. Inst. Steklov, vol. 108, Moscow: Nauka, 1968.
McFadden, J.A., The Axis-Crossing Intervals of Random Functions. I, II, IRE Trans. Inform. Theory, 1956, vol. 2, pp. 146–151; 1958, vol. 4, pp. 14–24.
Bar-David, I., Radon-Nikodym Derivatives, Passages andMaxima for a Gaussian Process with Particular Covariance and Mean, J. Appl. Probab., 1975, vol. 12, no. 4, pp. 724–733.
Li, W.V., Limit Theorems for the Square Integral of Brownian Motion and Its Increments, Stoch. Proc. Appl., 1992, vol. 41, no. 2, pp. 223–239.
Orsingher, E. and Bassan, B., On the Comparison of the Distribution of the Supremum of Random Fields Represented by Stochastic Integrals, Adv. Appl. Probab., 1989, vol. 21, no. 4, pp. 770–780.
Adler, R.J., The Supremum of a Particular Gaussian Field, Ann. Probab., 1984, vol. 12, no. 2, pp. 436–444.
Cabaña, E.M. and Wschebor, M., An Estimate for the Tails of the Distribution of the Supremum for a Class of Stationary Multiparameter Gaussian Processes, J. Appl. Probab., 1981, vol. 18, no. 2, pp. 536–541.
Funktsional’nyi analiz, Krein, S.G., Ed., Moscow: Nauka, 1972. Translated under the title Functional Analysis, Groningen: Wolters-Noordhoff, 1972.
Ikeda, N. and Watanabe, S., Stochastic Differential Equations and Diffusion Processes, Amsterdam: North-Holland; Tokyo: Kodansha, 1981. Translated under the title Stokhasticheskie differentsial’nye uravneniya i diffuzionnye protsessy, Moscow: Nauka, 1986.
Cramér, H. and Leadbetter, M.R., Stationary and Related Stochastic Processes; Sample Function Properties and Their Applications, New York: Wiley, 1967. Translated under the title Statsionarnye sluchainye protsessy, Moscow: Mir, 1969.
Kolmogorov, A.N. and Tikhomirov, V.M., ɛ-Entropy and ɛ-Capacity of Sets in Functional Spaces, Uspekhi Mat. Nauk., 1959, vol. 14, no. 2, pp. 3–86 [AMS Transl., Ser. 2 (Engl. Transl.), 1961, vol. 17, pp. 277–364].
Ul’yanov, P.L., Bakhvalov, A.N., D’yachenko, M.I., Kazaryan, K.S., and Sifèntes, P., Deistvitel’nyi analiz v zadachakh (Real Calculus in Exercises), Moscow: Fizmatlit, 2005.
Reed, M. and Simon, B., Methods of Modern Mathematical Physics, vol. 4, New York: Academic, 1980. Translated under the title Metody sovremennoi matematicheskoi fiziki, vol. 4, Moscow: Mir, 1982.
Kamke, E., Differentialgleichungen; Lösungsmethoden und Lösungen, Stuttgart: Teubner, 1977. Translated under the title Spravochnik po obyknovennym differentsial’nym uravneniyam, St. Petersburg: Lan’, 2003.
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Original Russian Text © V.R. Fatalov, 2010, published in Problemy Peredachi Informatsii, 2010, Vol. 46, No. 1, pp. 68–93.
Supported in part by the Russian Foundation for Basic Research, project no. 07-01-00077.
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Fatalov, V.R. Small deviations for two classes of Gaussian stationary processes and L p-functionals, 0 < p ≤ ∞. Probl Inf Transm 46, 62–85 (2010). https://doi.org/10.1134/S0032946010010060
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DOI: https://doi.org/10.1134/S0032946010010060