2 papers
cs.LG2019
Identifying nonlinear dynamical systems via generative recurrent neural networks with applications to fMRI
Georgia Koppe, Hazem Toutounji, Peter Kirsch +2
A major tenet in theoretical neuroscience is that cognitive and behavioral processes are ultimately implemented in terms of the neural system dynamics. Accordingly, a major aim for…
stat.ME2018
Detecting Multiple Change Points Using Adaptive Regression Splines with Application to Neural Recordings
Hazem Toutounji, Daniel Durstewitz
Time series, as frequently the case in neuroscience, are rarely stationary, but often exhibit abrupt changes due to attractor transitions or bifurcations in the dynamical systems p…