3 papers
stat.ME2024
Covariate Adjusted Functional Mixed Membership Models
Nicholas Marco, Damla Şentürk, Shafali Jeste +3
Mixed membership models are a flexible class of probabilistic data representations used for unsupervised and semi-supervised learning, allowing each observation to partially belong…
stat.ME2019
Bayesian Analysis of Multidimensional Functional Data
John Shamshoian, Damla Senturk, Shafali Jeste +1
Multi-dimensional functional data arises in numerous modern scientific experimental and observational studies. In this paper we focus on longitudinal functional data, a structured…
stat.AP2018
Region-Referenced Spectral Power Dynamics of EEG Signals: A Hierarchical Modeling Approach
Qian Li, John Shamshoian, Damla Senturk +4
Functional brain imaging through electroencephalography (EEG) relies upon the analysis and interpretation of high-dimensional, spatially organized time series. We propose to repres…