Testing for impulsive behavior: A bootstrap approach

被引:10
作者
Brown, CL
Zoubir, AM
机构
[1] Curtin Univ Technol, Australian Telecommun Res Inst, Perth, WA 6845, Australia
[2] Curtin Univ Technol, Sch Elect & Comp Engn, Perth, WA 6845, Australia
关键词
impulsive interference; alpha-stable distribution; parametric bootstrap; characteristic function; goodness-of-fit tests;
D O I
10.1006/dspr.2001.0390
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Increasingly, systems are being designed to account for impulsive behavior that may be present in signals, with one of the widely used statistical models used being the alpha stable distribution. Two techniques are presented that test for the level of impulsive behavior: testing the parameter alpha directly and a characteristic function (cf) based technique. The parametric bootstrap is used in both cases to estimate the distribution of the test statistics and in the setting of critical values. Simulation results show both tests maintain their level and achieve high rejection rates under alternatives. (C) 2001 Academic Press.
引用
收藏
页码:120 / 132
页数:13
相关论文
共 20 条
[1]   SIMULATED POWER FUNCTIONS [J].
BERAN, R .
ANNALS OF STATISTICS, 1986, 14 (01) :151-173
[2]   COMPARISON OF ADAPTIVE AND ROBUST RECEIVERS FOR SIGNAL-DETECTION IN AMBIENT UNDERWATER NOISE [J].
BOUVET, M ;
SCHWARTZ, SC .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (05) :621-626
[3]   A nonparametric approach to signal detection in impulsive interference [J].
Brown, CL ;
Zoubir, AM .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2000, 48 (09) :2665-2669
[4]   Testing of alpha-stable distributions with the characteristic function. [J].
Brown, CL ;
Saliu, S .
PROCEEDINGS OF THE IEEE SIGNAL PROCESSING WORKSHOP ON HIGHER-ORDER STATISTICS, 1999, :224-227
[5]  
DAgostino RB, 1986, Goodness-of-fit-techniques, V68
[6]   1977 RIETZ LECTURE - BOOTSTRAP METHODS - ANOTHER LOOK AT THE JACKKNIFE [J].
EFRON, B .
ANNALS OF STATISTICS, 1979, 7 (01) :1-26
[7]   TESTING THAT A STATIONARY TIME-SERIES IS GAUSSIAN [J].
EPPS, TW .
ANNALS OF STATISTICS, 1987, 15 (04) :1683-1698
[9]  
Hall P., 1992, BOOTSTRAP EDGEWORTH
[10]   Analytic alpha-stable noise modeling in a Poisson field of interferers or scatterers [J].
Ilow, J ;
Hatzinakos, D .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (06) :1601-1611