189 citations · 888 across the 107 of their papers we have counts for
Showing 2024 · stat.APShow all
3 papers · 2 filters
stat.AP2024
Nonlinear Causality in Time Series Networks: With Application to Motor Imagery vs Execution
Sipan Aslan, Hernando Ombao
Causal interactions in time series networks can be dynamic and nonlinear, making it difficult to identify them using conventional linear causality estimations. We propose a novel a…
stat.AP2024
Granger Causality in High-Dimensional Networks of Time Series
Sipan Aslan, Hernando Ombao
A novel approach is developed for discovering directed connectivity between specified pairs of nodes in a high-dimensional network (HDN) of brain signals. To accurately identify ca…
stat.AP2024
Statistics of Extremes for Neuroscience
Paolo V. Redondo, Matheus B. Guerrero, Raphaël Huser +1
This chapter illustrates how tools from univariate and multivariate statistics of extremes can complement classical methods used to study brain signals and enhance the understandin…