weak stationarity
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2018 ◽  
Vol 35 (03) ◽  
pp. 547-600
Author(s):  
Javier Hidalgo ◽  
Pedro C. L. Souza

We examine a test for weak stationarity against alternatives that covers both local-stationarity and break point models. A key feature of the test is that its asymptotic distribution is a functional of the standard Brownian bridge sheet in [0,1]2, so that it does not depend on any unknown quantity. The test has nontrivial power against local alternatives converging to the null hypothesis at a T−1/2 rate, where T is the sample size. We also examine an easy-to-implement bootstrap analogue and present the finite sample performance in a Monte Carlo experiment. Finally, we implement the methodology to assess the stability of inflation dynamics in the United States and on a set of neuroscience tremor data.


2018 ◽  
Vol 9 ◽  
Author(s):  
Alejandra Rosales-Lagarde ◽  
Erika E. Rodriguez-Torres ◽  
Benjamín A. Itzá-Ortiz ◽  
Pedro Miramontes ◽  
Génesis Vázquez-Tagle ◽  
...  

2016 ◽  
Vol 39 (2) ◽  
pp. 149
Author(s):  
Fabio Nieto ◽  
Edna C. Moreno

<p>Clusters of large values are observed in sample paths of certain open-loop threshold autoregressive (TAR) stochastic processes. In order to characterize the stochastic mechanism that generates this empirical stylized fact, three types of marginal conditional distributions of the underlying stochastic process are analyzed in this paper. One allows us to find the conditional variance function that explains the aforementioned stylized fact. As a by-product, we are able to derive a sufficient condition to have asymptotic weak stationarity in an open-loop TAR stochastic process.</p>


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