A nonparametric test for stationarity in functional time series

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Economic and financial data often take the formof a collection of curves observed consecutively over time. Examples include, intraday price curves, yield and term structure curves, and intraday volatility curves. Such curves can be viewed as a time series of functions. A fundamental issue that must be addressed, before an attempt is made to statistically model such data, is whether these curves...

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The problem of prediction in time series using nonparametric functional techniques is considered. An extension of the local linear method to regression with functional explanatory variable is proposed. This forecasting method is compared with the functional Nadaraya–Watson method and with fi nitedimensional nonparametric predictors for several real-time series. Prediction intervals based on the...

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ژورنال

عنوان ژورنال: Statistica Sinica

سال: 2021

ISSN: 1017-0405

DOI: 10.5705/ss.202018.0320