测试几乎不稳定过程的不稳定程度

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-06-01 DOI:10.1111/jtsa.12751
Marie Badreau, Frédéric Proïa
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引用次数: 0

摘要

本文讨论时间序列分析中的单位根问题。人们很早就知道,当一个序列虽然是静态的,但其根接近于统一时,单位根检验可能会有缺陷。这促使最近的一些论文专门讨论自回归过程,在自回归过程中,稳定性和不稳定性之间的桥梁是通过时变系数来表达的。我们所考虑的过程有一个伴生矩阵,其谱半径满足 ,这种情况被描述为 "近乎不稳定"。我们要研究的问题是:给定一条观察到的路径,假设它来自一个近乎不稳定的过程,那么是否有可能检验 "不稳定的程度",即检验我们离单位根有多近?为此,我们开发了一种策略来评估和检验"''与'''的关系,即当......位于单位根的内邻域时,......与......的关系。与普通的单位根检验相比,我们给出了经验证据,证明了这种程序所带来的灵活性优势。我们还建立了一个对称程序,用于通常被忽略的情况,即主根位于......附近。
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Testing for the extent of instability in nearly unstable processes
This article deals with unit root issues in time series analysis. It has been known for a long time that unit root tests may be flawed when a series although stationary has a root close to unity. That motivated recent papers dedicated to autoregressive processes where the bridge between stability and instability is expressed by means of time‐varying coefficients. The process we consider has a companion matrix with spectral radius satisfying , a situation described as ‘nearly‐unstable’. The question we investigate is: given an observed path supposed to come from a nearly unstable process, is it possible to test for the ‘extent of instability’, i.e. to test how close we are to the unit root? In this regard, we develop a strategy to evaluate and to test for : ‘’ against : ‘’ when lies in an inner ‐neighborhood of the unity, for some . Empirical evidence is given about the advantages of the flexibility induced by such a procedure compared to the common unit root tests. We also build a symmetric procedure for the usually left out situation where the dominant root lies around .
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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