2 citations · 5 across the 7 of their papers we have counts for
4 papers · 1 filter
Functional Time Series Forecasting: Functional Singular Spectrum Analysis Approaches
Jordan Trinka, Hossein Haghbin, Mehdi Maadooliat
In this paper, we propose two nonparametric methods used in the forecasting of functional time-dependent data, namely functional singular spectrum analysis recurrent forecasting an…
Torus Probabilistic Principal Component Analysis
Anahita Nodehi, Mousa Golalizadeh, Mehdi Maadooliat +1
Analyzing data in non-Euclidean spaces, such as bioinformatics, biology, and geology, where variables represent directions or angles, poses unique challenges. This type of data is…
Collective Spectral Density Estimation and Clustering for Spatially-Correlated Data
Tianbo Chen, Ying Sun, Mehdi Maadooliat
In this paper, we develop a method for estimating and clustering two-dimensional spectral density functions (2D-SDFs) for spatial data from multiple subregions. We use a common set…
Multivariate Functional Singular Spectrum Analysis Over Different Dimensional Domains
Jordan Trinka, Hossein Haghbin, Mehdi Maadooliat
In this work, we develop multivariate functional singular spectrum analysis (MFSSA) over different dimensional domains which is the functional extension of multivariate singular sp…