The change-point problem for dependent observations
@article{Giraitis1996TheCP, title={The change-point problem for dependent observations}, author={Liudas Giraitis and Remigijus Leipus and Donatas Surgailis}, journal={Journal of Statistical Planning and Inference}, year={1996}, volume={53}, pages={297-310} }
75 Citations
Change-point tests under local alternatives for long-range dependent processes
- Mathematics
- 2015
We consider the change-point problem for the marginal distribution of subordinated Gaussian processes that exhibit long-range dependence. The asymptotic distributions of Kolmogorov-Smirnov- and…
Bootstrapping the empirical distribution of a stationary process with change-point
- MathematicsElectronic Journal of Statistics
- 2019
: When detecting a change-point in the marginal distribution of a stationary time series, bootstrap techniques are required to determine critical values for the tests when the pre-change distribution…
Change-point detection in the marginal distribution of a linear process
- Mathematics
- 2016
: The subject of this paper is the detection of a change in the marginal distribution of a stationary linear process. By considering the marginal distribution, the change-point model can…
Detection of multiple change-points in multivariate time series
- Mathematics
- 2006
We consider the multiple change-point problem for multivariate time series, including strongly dependent processes, with an unknown number of change-points. We assume that the covariance structure of…
Asymptotics for the Sequential Empirical Process and Testing for Distributional Change for Stationary Linear Models
- Mathematics
- 2015
Detecting a change in the structure of a time series is a classical statistical problem. Here we consider a short memory causal linear process Xi = ∑∞ j=0 ajξi−j, i = 1, · · · , n, where the…
Incorporating a change-point estimator when bootstrapping the empirical distribution of a stationary process
- Mathematics, EconomicsCommunications in Statistics - Theory and Methods
- 2020
Abstract The moving block bootstrap can be used to determine critical values for test statistics used to detect a change-point in the marginal distribution of a stationary time series. We examine the…
Testing for Change in Stochastic Volatility with Long Range Dependence
- Mathematics
- 2016
In this paper, change-point problems for long memory stochastic volatility models are considered. A general testing problem which includes various alternative hypotheses is discussed. Under the…
Testing for Change Points in Time Series
- Mathematics
- 2010
This article considers the CUSUM-based (cumulative sum) test for a change point in a time series. In the case of testing for a mean shift, the traditional Kolmogorov–Smirnov test statistic involves a…
Nonparametric Statistical Inference for Ergodic Processes
- Mathematics, Computer ScienceIEEE Transactions on Information Theory
- 2010
In this work, a method for statistical analysis of time series is proposed, which is used to obtain solutions to some classical problems of mathematical statistics under the only assumption that the…
References
SHOWING 1-10 OF 35 REFERENCES
Testing and estimating change-points in time series
- MathematicsAdvances in Applied Probability
- 1985
The aim of this paper is to present a few techniques which may be useful in the analysis of time series when a failure is suspected. We present two categories of tests and investigate their…
Weak convergence of weighted empirical type processes under contiguous and changepoint alternatives
- Mathematics
- 1994
An efficiency result for the empirical characteristic function in stationary time-series models
- Mathematics
- 1990
It is shown under general conditions that arbitrarily high asymptotic efficiencies can be obtained when the parameters of a stationary time series are estimated by fitting the characteristic…
Slowly decaying correlations, testing normality, nuisance parameters
- Mathematics
- 1991
Abstract Slowly decaying serial correlations can cause goodness-of-fit tests for a distribution to reject the null hypothesis with probability tending to one with increasing sample size. When the…
Off-line statistical analysis of change-point models using non parametric and likelihood methods
- Mathematics
- 1985
We investigate the problem of testing for a change-point in stationary statistical models and of estimating the change parameters in an off-line framework. This paper provides asymptotic results…
Statistical methods for data with long-range dependence
- Mathematics
- 1992
It is well known to applied statisticians and scientists that the assumption of independence is often not valid for real data. In particular, even when all precautions are taken to prevent…
AN INTRODUCTION TO LONG‐MEMORY TIME SERIES MODELS AND FRACTIONAL DIFFERENCING
- Computer Science
- 1980
Generation and estimation of these models are considered and applications on generated and real data presented, showing potentially useful long-memory forecasting properties.
Retrospective and sequential tests for a change in distribution based on kolmogorov-smirnov-type statistics
- Mathematics
- 1988
Test based on Kologorov-Smirnov-type statistics are proposed for testing for changes in distribution in a nonparametric setting. Both the retrospective and sequential detection settings are…