In a recent paper Fay and Philippe [ESAIM: PS 6 (2002) 239-258] proposed a goodness-of-fit test for long-range dependent processes which uses the logarithmic contrast as information measure. These authors established asymptotic normality under the null hypothesis and local alternatives. In the present note we extend these results and show that the corresponding test statistic is also normally distributed under fixed alternatives.
Mots clés : Long-range dependence, goodness-of-fit test, asymptotic power, periodogram
@article{PS_2013__17__432_0, author = {Dette, Holger and Sen, Kemal}, title = {Goodness-of-fit tests in long-range dependent processes under fixed alternatives}, journal = {ESAIM: Probability and Statistics}, pages = {432--443}, publisher = {EDP-Sciences}, volume = {17}, year = {2013}, doi = {10.1051/ps/2012006}, mrnumber = {3066387}, zbl = {1284.62524}, language = {en}, url = {http://www.numdam.org/articles/10.1051/ps/2012006/} }
TY - JOUR AU - Dette, Holger AU - Sen, Kemal TI - Goodness-of-fit tests in long-range dependent processes under fixed alternatives JO - ESAIM: Probability and Statistics PY - 2013 SP - 432 EP - 443 VL - 17 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/ps/2012006/ DO - 10.1051/ps/2012006 LA - en ID - PS_2013__17__432_0 ER -
%0 Journal Article %A Dette, Holger %A Sen, Kemal %T Goodness-of-fit tests in long-range dependent processes under fixed alternatives %J ESAIM: Probability and Statistics %D 2013 %P 432-443 %V 17 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/ps/2012006/ %R 10.1051/ps/2012006 %G en %F PS_2013__17__432_0
Dette, Holger; Sen, Kemal. Goodness-of-fit tests in long-range dependent processes under fixed alternatives. ESAIM: Probability and Statistics, Tome 17 (2013), pp. 432-443. doi : 10.1051/ps/2012006. http://www.numdam.org/articles/10.1051/ps/2012006/
[1] Limit theorems for nonlinear functionals of a stationary Gaussian sequence of vectors. Ann. Probab. 22 (1994) 2242-2274. | MR | Zbl
,[2] A goodness-of-fit test for time series with long-range dependence. J. R. Stat. Soc., Ser. B Stat. Methodol. 54 (1992) 749-760. | MR | Zbl
,[3] Testing precise hypotheses. Stat. Sci. 2 (1987) 317-335. | MR | Zbl
and ,[4] A generalized Portmanteau goodness-of-fit test for time series models. Econ. Theory 20 (2004) 382-416. | MR | Zbl
and ,[5] Estimation of misspecified long-memory models. J. Econom. 134 (2006) 257-281. | MR
and ,[6] Efficient parameter estimation for self-similar processes. Ann. Stat. 17 (1989) 1749-1766. | MR | Zbl
,[7] On the integral of the squared periodogram. Stoc. Proc. Appl. 85 (2000) 159-176. | MR | Zbl
and ,[8] A consistent test for the functional form of a regression based on a difference of variance estimators. Ann. Statist. 27 (1999) 1012-1040. | MR | Zbl
,[9] A consistent test for heteroscedasticity in nonparametric regression based on the kernel method. J. Statist. Plann. Inference 103 (2002) 311-329. | MR | Zbl
,[10] Some methodological aspects of validation of models in nonparametric regression. Stat. Neerl. 57 (2003) 207-244. | MR | Zbl
and ,[11] A note on a specification test for time series models based on spectral density estimation. Scand. J. Stat. 30 (2003) 481-491. | MR | Zbl
and ,[12] Goodness-of-fit test for long range dependent processes. ESAIM: PS 6 (2002) 239-258. | Numdam | MR
and ,[13] Large-sample properties of parameter estimates for strongly dependent stationary Gaussian time series. Ann. Stat. 14 (1986) 517-532. | MR | Zbl
and ,[14] A central limit theorem for quadratic forms in strongly dependent linear variables and its application to asymptotical normality of Whittle's estimate. Probab. Theory Relat. Fields 86 (1990) 87-104. | MR | Zbl
and ,[15] Long-term dependence in common stock returns. J. Financ. Econ. 4 (1977) 339-349.
and ,[16] The FEXP estimator for potentially non-stationary linear time series. Stochastic Processes Appl. 97 (2002) 307-340. | MR | Zbl
, and ,[17] HESS opinions: climate, hydrology, energy, water: recognizing uncertainty and seeking sustainability. Hydrol. Earth Syst. Sci. 13 (2009) 247-257.
, , , , , , and ,[18] A measure of information and its applications to test for randomness against ARMA alternatives and to goodness-of-fit test. Stochastic Processes Appl. 72 (1997) 145-159. | MR | Zbl
,[19] Spectral density based goodness-of-fit tests for time series models. Scand. J. Statist. 27 (2000) 143-176. | MR | Zbl
,[20] Self-similar network traffic: an overview, in Self-Similar Network Traffic and Performance Evaluation, edited by K. Park and W. Willinger. Wiley Interscience, New York (2000) 1-39.
and ,[21] Estimating long-range dependence in time series: An evaluation of estimators implemented in R. Behavior Res. Methods 41 (2009) 909-923.
, , and ,[22] Estimation and information in stationary time series. Ark. Mat. 1 (1953) 423-434. | MR | Zbl
,Cité par Sources :