BOOTSTRAP TEST OF SIGNIFICANCE AND SEQUENTIAL BOOTSTRAP ESTIMATION FOR UNSTABLE 1ST ORDER AUTOREGRESSIVE PROCESSES

被引:48
作者
BASAWA, IV [1 ]
MALLIK, AK [1 ]
MCCORMICK, WP [1 ]
REEVES, JH [1 ]
TAYLOR, RL [1 ]
机构
[1] UNIV GEORGIA,DEPT STAT,ATHENS,GA 30602
关键词
AUTOREGRESSIVE PROCESSES; TEST OF CRITICALITY; SEQUENTIAL BOOTSTRAP; UNSTABLE PROCESSES;
D O I
10.1080/03610929108830545
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
The asymptotic validity of the bootstrap for a test of criticality in a first order autoregressive, AR(1) process is established. To circumvent the asymptotic invalidity of the standard bootstrap least squares estimator for the unstable case, a sequential bootstrap procedure for the estimation of the parameter beta in the AR(1) model, X(t) = beta-X(t-1) + epsilon-t, is studied. The asymptotic validity of the sequential boostrap estimator is established for all \beta\ less-than-or-equal-to 1.
引用
收藏
页码:1015 / 1026
页数:12
相关论文
共 17 条
[1]   ON ASYMPTOTIC DISTRIBUTIONS OF ESTIMATES OF PARAMETERS OF STOCHASTIC DIFFERENCE-EQUATIONS [J].
ANDERSON, TW .
ANNALS OF MATHEMATICAL STATISTICS, 1959, 30 (03) :676-687
[2]   BOOTSTRAP OF THE MEAN IN THE INFINITE VARIANCE CASE [J].
ATHREYA, KB .
ANNALS OF STATISTICS, 1987, 15 (02) :724-731
[3]   BOOTSTRAPPING EXPLOSIVE AUTOREGRESSIVE PROCESSES [J].
BASAWA, IV ;
MALLIK, AK ;
MCCORMICK, WP ;
TAYLOR, RL .
ANNALS OF STATISTICS, 1989, 17 (04) :1479-1486
[4]  
BASAWA IV, 1990, IN PRESS ANN STATIST
[5]   ESTIMATED SAMPLING DISTRIBUTIONS - THE BOOTSTRAP AND COMPETITORS [J].
BERAN, R .
ANNALS OF STATISTICS, 1982, 10 (01) :212-225
[6]   BOOTSTRAP TESTS AND CONFIDENCE-REGIONS FOR FUNCTIONS OF A COVARIANCE-MATRIX [J].
BERAN, R ;
SRIVASTAVA, MS .
ANNALS OF STATISTICS, 1985, 13 (01) :95-115
[7]  
BERAN R, 1987, ANN STAT, V15, P470, DOI 10.1214/aos/1176350284
[8]  
Billingsley P, 1968, CONVERGENCE PROBABIL
[9]   EDGEWORTH CORRECTION BY BOOTSTRAP IN AUTOREGRESSIONS [J].
BOSE, A .
ANNALS OF STATISTICS, 1988, 16 (04) :1709-1722
[10]   LIMITING DISTRIBUTIONS OF LEAST-SQUARES ESTIMATES OF UNSTABLE AUTOREGRESSIVE PROCESSES [J].
CHAN, NH ;
WEI, CZ .
ANNALS OF STATISTICS, 1988, 16 (01) :367-401