Exploratory Analysis of High Dimensional Time Series with Applications to Multichannel Electroencephalograms

Yuxiao Wang, Chee-Ming Ting, Hernando Ombao

In this paper, we address the the major hurdle of high dimensionality in EEG analysis by extracting the optimal lower dimensional representations. Using our approach, connectivity…