no code implementations • 14 Apr 2023 • Degui Li, Runze Li, Han Lin Shang
In this paper, we consider detecting and estimating breaks in heterogeneous mean functions of high-dimensional functional time series which are allowed to be cross-sectionally correlated and temporally dependent.
no code implementations • 22 Jul 2021 • Han Lin Shang, Fearghal Kearney
This paper presents static and dynamic versions of univariate, multivariate, and multilevel functional time-series methods to forecast implied volatility surfaces in foreign exchange markets.
no code implementations • 4 Feb 2021 • Yuan Gao, Han Lin Shang, Yanrong Yang
We propose modeling raw functional data as a mixture of a smooth function and a highdimensional factor component.
Methodology Statistics Theory Statistics Theory