PARAMETER ESTIMATION AND CHANGE-POINT DETECTION FOR PROCESS AR(P)/ARCH(Q) WITH UNKNOWN PARAMETERS

被引:0
|
作者
Vorobeychikov, S. E. [1 ]
Burkatovskaya, Yu. B. [2 ]
机构
[1] Natl Res Tomsk State Univ, Phys & Math, Tomsk, Russia
[2] Natl Res Tomsk Polytech Univ, Tomsk, Russia
来源
VESTNIK TOMSKOGO GOSUDARSTVENNOGO UNIVERSITETA-UPRAVLENIE VYCHISLITELNAJA TEHNIKA I INFORMATIKA-TOMSK STATE UNIVERSITY JOURNAL OF CONTROL AND COMPUTER SCIENCE | 2019年 / 46期
基金
俄罗斯科学基金会;
关键词
AR/ARCH; guaranteed parameter estimation; change-point detection;
D O I
10.17223/19988605/46/5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The problem of parameter estimation and change point detection of process AR(p)/ARCH(q) is considered. Sequential estimators with bounded standard deviation are proposed and their asymptotic properties are studied. The obtained estimators are used in a sequential change-point detection algorithm; due to usage of the estimators the false alarm and delay probabilities are bounded from above. The results of simulation are presented.
引用
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页码:40 / 48
页数:9
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