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Testing for the Markov property in time series via deep conditional generative learning

The Markov property is widely imposed in analysis of time series data. Correspondingly, testing the Markov property, and relatedly, inferring the order of a Markov model, are of paramount importance. In this article, we propose a nonparametric test for the Markov property in high-dimensional time se...

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Detalles Bibliográficos
Autores principales: Zhou, Yunzhe, Shi, Chengchun, Li, Lexin, Yao, Qiwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10541293/
https://www.ncbi.nlm.nih.gov/pubmed/37780936
http://dx.doi.org/10.1093/jrsssb/qkad064