Fractionally integrated curve time series with cointegration

WK Seo, HL Shang - Electronic Journal of Statistics, 2024 - projecteuclid.org
We introduce methods and theory for fractionally cointegrated curve time series. We develop
a variance-ratio test to determine the dimensions associated with the nonstationary and …

Cointegration and representation of cointegrated autoregressive processes in Banach spaces

WK Seo - Econometric Theory, 2023 - cambridge.org
We extend the notion of cointegration for time series taking values in a potentially infinite
dimensional Banach space. Examples of such time series include stochastic processes in …

Minimax estimation of functional principal components from noisy discretized functional data

R Belhakem, F Picard, V Rivoirard… - … Journal of Statistics, 2024 - Wiley Online Library
Abstract Functional Principal Component Analysis is a reference method for dimension
reduction of curve data. Its theoretical properties are now well understood in the simplified …

Inference on common trends in functional time series

MØ Nielsen, WK Seo, D Seong - arXiv preprint arXiv:2312.00590, 2023 - arxiv.org
This paper studies statistical inference on unit roots and cointegration for time series in a
Hilbert space. We develop statistical inference on the number of common stochastic trends …

[PDF][PDF] Flexible functional data smoothing and optimization using beta spline

WAFW Amir, MY Misro, MH Mohd - AIMS Mathematics, 2024 - aimspress.com
Functional data analysis (FDA) is a method used to analyze data represented in its
functional form. The method is particularly useful for exploring both curve and longitudinal …

Fredholm inversion around a singularity: Application to autoregressive time series in Banach space

WK Seo - arXiv preprint arXiv:2304.03989, 2023 - arxiv.org
This paper consider inverting a holomorphic Fredholm operator pencil. Specifically, we
provide necessary and sufficient conditions for the inverse of a holomorphic Fredholm …

[PDF][PDF] Cointegration of functional time series

U Deinoravičiūtė, J Markevičiūtė… - … : 15th conference on …, 2024 - epublications.vu.lt
DATA ANALYSIS METHODS Page 1 15th Conference on DATA ANALYSIS METHODS for
Software Systems November 28–30, 2024 Druskininkai, Lithuania, Hotel “Europa Royale” …