Functional singular spectrum analysis

H Haghbin, SM Najibi, R Mahmoudvand, J Trinka… - Stat, 2021 - Wiley Online Library
In this paper, we develop a new extension of the singular spectrum analysis (SSA) called
functional SSA to analyze functional time series. The new methodology is constructed by …

Multivariate functional singular spectrum analysis: A nonparametric approach for analyzing multivariate functional time series

J Trinka, H Haghbin, M Maadooliat - Innovations in multivariate statistical …, 2022 - Springer
In this chapter, we develop multivariate functional singular spectrum analysis (MFSSA) over
different dimensional domains with the goal of decomposing a multivariate functional time …

Functional time series forecasting: Functional singular spectrum analysis approaches

J Trinka, H Haghbin, H Lin Shang, M Maadooliat - Stat, 2023 - Wiley Online Library
We introduce two novel nonparametric forecasting methods designed for functional time
series (FTS), namely, functional singular spectrum analysis (FSSA) recurrent and vector …

[图书][B] Functional singular spectrum analysis: Nonparametric decomposition and forecasting approaches for functional time series

J Trinka - 2021 - search.proquest.com
In this dissertation, we develop nonparametric decomposition methods and the subsequent
forecasting techniques for functional, time-dependent data known as functional time series …

Multivariate functional singular spectrum analysis over different dimensional domains

J Trinka, H Haghbin, M Maadooliat - arXiv preprint arXiv:2006.03933, 2020 - arxiv.org
In this work, we develop multivariate functional singular spectrum analysis (MFSSA) over
different dimensional domains which is the functional extension of multivariate singular …