Many statistical applications require establishing central limit theorems for sums/integrals or for quadratic forms , where Xt is a stationary process. A particularly important case is that of Appell polynomials h(Xt) = Pm(Xt), h(Xt,Xs) = Pm,n (Xt,Xs), since the “Appell expansion rank” determines typically the type of central limit theorem satisfied by the functionals ST(h), QT(h). We review and extend here to multidimensional indices, along lines conjectured in [F. Avram and M.S. Taqqu, Lect. Notes Statist. 187 (2006) 259-286], a functional analysis approach to this problem proposed by [Avram and Brown, Proc. Amer. Math. Soc. 107 (1989) 687-695] based on the method of cumulants and on integrability assumptions in the spectral domain; several applications are presented as well.
Mots-clés : quadratic forms, Appell polynomials, Hölder-Young inequality, Szegö type limit theorem, asymptotic normality, minimum contrast estimation
@article{PS_2010__14__210_0, author = {Avram, Florin and Leonenko, Nikolai and Sakhno, Ludmila}, title = {On a {Szeg\"o} type limit theorem, the {H\"older-Young-Brascamp-Lieb} inequality, and the asymptotic theory of integrals and quadratic forms of stationary fields}, journal = {ESAIM: Probability and Statistics}, pages = {210--255}, publisher = {EDP-Sciences}, volume = {14}, year = {2010}, doi = {10.1051/ps:2008031}, mrnumber = {2741966}, language = {en}, url = {http://archive.numdam.org/articles/10.1051/ps:2008031/} }
TY - JOUR AU - Avram, Florin AU - Leonenko, Nikolai AU - Sakhno, Ludmila TI - On a Szegö type limit theorem, the Hölder-Young-Brascamp-Lieb inequality, and the asymptotic theory of integrals and quadratic forms of stationary fields JO - ESAIM: Probability and Statistics PY - 2010 SP - 210 EP - 255 VL - 14 PB - EDP-Sciences UR - http://archive.numdam.org/articles/10.1051/ps:2008031/ DO - 10.1051/ps:2008031 LA - en ID - PS_2010__14__210_0 ER -
%0 Journal Article %A Avram, Florin %A Leonenko, Nikolai %A Sakhno, Ludmila %T On a Szegö type limit theorem, the Hölder-Young-Brascamp-Lieb inequality, and the asymptotic theory of integrals and quadratic forms of stationary fields %J ESAIM: Probability and Statistics %D 2010 %P 210-255 %V 14 %I EDP-Sciences %U http://archive.numdam.org/articles/10.1051/ps:2008031/ %R 10.1051/ps:2008031 %G en %F PS_2010__14__210_0
Avram, Florin; Leonenko, Nikolai; Sakhno, Ludmila. On a Szegö type limit theorem, the Hölder-Young-Brascamp-Lieb inequality, and the asymptotic theory of integrals and quadratic forms of stationary fields. ESAIM: Probability and Statistics, Tome 14 (2010), pp. 210-255. doi : 10.1051/ps:2008031. http://archive.numdam.org/articles/10.1051/ps:2008031/
[1] Exponential sums with coefficients 0 or 1 and concentrated Lp norms. Ann. Inst. Fourier 57 (2007) 1377-1404. | Numdam | Zbl
, , , and ,[2] Spectral analysis of fractional kinetic equations with random data. J. Statist. Phys. 104 (2001) 1349-1387. | Zbl
and ,[3] Renormalization and homogenization of fractional diffusion equations with random data. Probab. Theory Relat. Fields 124 (2002) 381-408. | Zbl
and ,[4] Possible long-range dependence in fractional random fields. J. Statist. Plann. Infer. 80 (1999) 95-110. | Zbl
, and ,[5] Dynamic models of long-memory processes driven by Lévy noise. J. Appl. Probab. 39 (2002) 730-747. | Zbl
, and ,[6] Models for fractional Riesz-Bessel motion and related processes. Fractals 9 (2001) 329-346.
, and ,[7] Higher-order spectral densities of fractional random fields. J. Stat. Phys. 111 (2003) 789-814. | Zbl
, and ,[8] Quasi-likelihood-based higher-order spectral estimation of random fields with possible long-range dependence. Stochastic Methods and their Applications. J. Appl. Probab. A 41 (2004) 35-53. | Zbl
, and ,[9] On a class of minimum contrast estimators. J. Statist. Plann. Infer. 123 (2004) 161-185. | Zbl
, and ,[10] On Bilinear Forms in Gaussian Random Variables and Toeplitz Matrices. Probab. Theory Relat. Fields 79 (1988) 37-45. | Zbl
,[11] Generalized Szegö Theorems and asymptotics of cumulants by graphical methods. Trans. Amer. Math. Soc. 330 (1992) 637-649. | Zbl
,[12] A Generalized Hölder Inequality and a Generalized Szegö Theorem. Proc. Amer. Math. Soc. 107 (1989) 687-695. | Zbl
and ,[13] Central limit theorems for sums of Wick products of stationary sequences. Trans. Amer. Math. Soc. 330 (1992) 651-663. | Zbl
and ,[14] Noncentral limit theorems and Appell polynomials. Ann. Probab. 15 (1987) 767-775. | Zbl
and ,[15] Hölder's Inequality for Functions of Linearly Dependent Arguments. SIAM J. Math. Anal. 20 (1989) 1484-1489. | Zbl
and ,[16] On a Szegö type limit theorem and the asymptotic theory of random sums, integrals and quadratic forms. Dependence in probability and statistics, Lect. Notes Statist. 187. Springer, New York (2006) 259-286. | Zbl
and ,[17] Volume ratios and a reverse isoperimetric inequality. J. London Math. Soc. 44 (1991) 351-359. | Zbl
,[18] On a reverse form of the Brascamp-Lieb inequality. Inventiones Mathematicae 134 (2005) 335-361. | Zbl
,[19] The Brascamp-Lieb inequalities: finiteness, structure and extremals, Geom. Funct. Anal. 17 (2008) 1343-1415. | Zbl
, , and ,[20] On the error of the estimate of the spectral function of a stationary process. Lietuvos Matematikos Rinkinys 12 (1972) 55-71 (In Russian). | Zbl
,[21] On the asymptotics of the first two moments of second order spectral estimators. Liet. Mat. Rink. 13 (1973) 29-45. | Zbl
, and ,[22] Statistics for Long-Memory Processes. Chapman & Hall, New York (1994). | Zbl
,[23] Best constants in Young's inequality, its converse, and its generalization to more than three functions. Adv. Math. 20 (1976) 151-173. | Zbl
and ,[24] Central limit theorems for nonlinear functionals of Gaussian fields. J. Multiv. Anal. 13 (1983) 425-441. | Zbl
and ,[25] Representations of continuous-time ARMA processes. Stochastic Methods and their Applications. J. Appl. Probab. A 41 (2004) 375-382. | Zbl
,[26] A sharp analog of Young's inequality on Sn and related entropy inequalities. J. Geom. Anal. 14 (2004) 487-520. | Zbl
, and ,[27] Non-central limit theorems for non-linear functions of Gaussian fields. Z. Wahrscheinlichkeitstheorie Verw. Geb. 50 (1979) 27-52. | Zbl
and ,[28] Large-sample properties of parameter estimates for strongly dependent stationary Gaussian time series. Ann. Statist. 14 (1986) 517-532. | Zbl
and ,[29] Central limit theorems for quadratic forms in random variables having long-range dependence. Probab. Theory Relat. Fields 74 (1987) 213-240. | Zbl
and ,[30] Hypergraphs, entropy, and inequalities. Amer. Math. Monthly 111 (2004) 749-760. | Zbl
,[31] Statistical estimation of nonstationary Gaussian process with long-range dependence and intermittency. Stoch. Process. Appl. 99 (2002) 295-321. | Zbl
, and ,[32] On a class of random field models which allows long range dependence. Biometrika 77 (1990) 401-403. | Zbl
and ,[33] On Toeplitz type quadratic functionals of stationary Gaussian processes. Probab. Theory Relat. Fields 100 (1994) 395-406. | Zbl
,[34] Limit theorems for Toeplitz quadratic functionals of continuous-time stationary processes. Probab. Theory Relat. Fields 138 (2007) 551-579. | Zbl
and ,[35] Central limit theorem for functionals of linear processes. Lithuanian Math. J. 25 (1985) 43-57. | Zbl
,[36] Multivariate Appell polynomials and the central limit theorem, in Dependence in Probability and Statistics. Edited by E. Eberlein and M.S. Taqqu. Birkhäuser, New York (1986) 21-71. | Zbl
and ,[37] A central limit theorem for quadratic forms in strongly dependent linear variables and its application to asymptotic normality of Whittle estimate. Probab. Theory Relat. Fields 86 (1990) 87-104. | Zbl
and ,[38] Limit theorems for bivariate Appell polynomials, Part 1: Central limit theorems. Probab. Theory Relat. Fields 107 (1997) 359-381. | Zbl
and ,[39] Whittle estimator for finite variance non-Gaussian time series with long memory. Ann. Statist. 27 (1999) 178-203. | Zbl
and ,[40] An introduction to long-memory time series models and fractional differencing. J. Time Ser. Anal. 10 (1990) 233- 257. | Zbl
and ,[41] Toeplitz forms and their applications. University of California Press, Berkeley (1958). | Zbl
and ,[42] Quasi-Likelihood And Its Applications: A General Approach to Optimal Parameter Estimation. Springer-Verlag, New York (1997). | Zbl
,[43] On asymptotic quasi-likelihood. Stoch. Process. Appl. 31 (1989) 223-236. | Zbl
and ,[44] Smoothed periodogram asymptotics and estimation for processes and fields with possible long-range dependence. Stoch.c Process. Appl. 45 (1993) 169-182. | Zbl
and ,[45] Fractional differencing. Biometrika 68 (1981) 165-176. | Zbl
,[46] Long-term storage capacity of reservoirs. Trans. Amer. Soc. Civil Eng. 116 (1951) 770-808.
,[47] On estimation of the spectral function of a stationary Gaussian process. Theory Probab. Appl. 8 (1963) 391-430. | Zbl
,[48] On maximum likelihood estimation of parameters of the spectral density of stationary time series. Theory Probab. Appl. 12 (1967) 115-119. | Zbl
,[49] Statistical Analysis of Random Processes. Kluwer Academic Publisher, Dordrecht (1989).
and ,[50] Fractional random fields associated with stochastic fractional heat equation. Adv. Appl. Probab. 37 (2005) 108-133. | Zbl
, and ,[51] Random Series and Stochastic Integrals: Single and Multiple. Birkhaäser, Boston (1992). | Zbl
and ,[52] On the Whittle estimators for some classes of continuous parameter random processes and fields. Stat. Probab. Lett. 76 (2006) 781-795. | Zbl
and ,[53] Gaussian kernels have only Gaussian maximizers. Invent. Math. 102 (1990) 179-208. | Zbl
,[54] Cluster expansions in lattice models of statistical physics and the quantum theory of fields. Russ. Math. Surveys 35 (1980) 1-62.
,[55] Formal power series. Amer. Math. Monthly 76 (1969) 871-889. | Zbl
,[56] Central limit theorems for sequences of multiple stochastic integrals. Ann. Probab. 33 (2005) 177-193. | Zbl
and ,[57] Matroid Theory. Oxford University Press, New York (1992). | Zbl
,[58] Gaussian limits for vector-valued multiple stochastic integrals. Séminaire de Probabilités XXXVIII. Lect. Notes Math. 1857 247-262. Springer-Verlag, Berlin (2004). | Zbl
and ,[59] Classical Harmonic Analysis and Locally Compact Groups. Oxford University Press, USA (2000). | Zbl
and ,[60] Real and Comlex Analysis. McGraw-Hill, London, New York (1970). | Zbl
,[61] Functional Analysis. McGraw-Hill, London, New York (1991). | Zbl
,[62] Stable Non-Gaussian Random Processes. Chapman and Hall, New York (1994). | Zbl
and ,[63] A sufficient condition for asymptotic normality of the normalized quadratic form Ψn(f,g). C. R. Acad. Sci. Paris, Ser. I 342 (2006) 971-975. | Zbl
and ,[64] Enumerative combinatorics. Cambridge University Press (1997). | Zbl
,[65] Singular Integrals and Differential Properties of Functions. Princeton University Press (1970). | Zbl
,[66] Grobner bases and convex polytopes. Volume 8 of University lecture Series. AMS, Providence, RI (1996). | Zbl
,[67] On Poisson multiple stochastic integral and associated Markov semigroups. Probab. Math. Statist. 3 (1984) 217-239. | Zbl
,[68] Long-range dependence and Appel rank, Ann. Probab. 28 (2000) 478-497. | Zbl
,[69] Convergence of integrated processes of arbitrary Hermite rank. Z. Wahrscheinlichkeitstheorie Verw. Geb. 50 (1979) 53-83. | Zbl
,[70] Matroids and graphs. Trans. Amer. Math. Soc. 90 (1959) 527-552. | Zbl
,[71] Matroid Theory. Academic Press, London (1976). | Zbl
,[72] Stock market prices and long-range dependence. Finance and Stochastics 3 (1999) 1-13. | Zbl
, and ,[73] Hypothesis Testing in Time Series. Hafner, New York (1951).
,[74] Estimation and information in stationary time series. Ark. Mat. 2 (1953) 423-434. | Zbl
,[75] Trigonometric Series. Volumes I and II. Third edition. Cambridge University Press (2002). | Zbl
,Cité par Sources :