Uniform nonparametric inference for time series

This paper provides the first result for the uniform inference based on nonparametric series estimators in a general time-series setting. We develop a strong approximation theory for sample averages of mixingales with dimensions growing with the sample size. We use this result to justify the asympto...

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Bibliographic Details
Main Authors: LI, Jia, LIAO, Zhipeng
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2020
Subjects:
Online Access:https://ink.library.smu.edu.sg/soe_research/2589
https://ink.library.smu.edu.sg/context/soe_research/article/3588/viewcontent/strongcombined_sv.pdf
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Institution: Singapore Management University
Language: English

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