Michael Hellstern

Assumption-Lean Inference for Spectral Differential Network Analysis of High-Dimensional Time Series

Network analysis for multivariate time series is popular in many fields, from neuroscience to seismology. The inverse spectral density is a common choice for time series network analysis due to its representation of the frequency domain correlation between two variables after removing the best linear predictor of all o...