53 citations · 171 across the 14 of their papers we have counts for
4 papers · 1 filter
Machine Learning Link Inference of Noisy Delay-coupled Networks with Opto-Electronic Experimental Tests
Amitava Banerjee, Joseph D. Hart, Rajarshi Roy +1
We devise a machine learning technique to solve the general problem of inferring network links that have time-delays. The goal is to do this purely from time-series data of the net…
Using Machine Learning to Assess Short Term Causal Dependence and Infer Network Links
Amitava Banerjee, Jaideep Pathak, Rajarshi Roy +2
We introduce and test a general machine-learning-based technique for the inference of short term causal dependence between state variables of an unknown dynamical system from time…
Spatio-temporal dynamics of Kuramoto-Sakaguchi model with time dependent connectivity
Amitava Banerjee, Muktish Acharyya
We have studied the dynamics of the paradigmatic Kuramoto-Sakaguchi model of identical coupled phase oscilla- tors with various kinds of time-dependent connectivity using Eulerian…
Cellular Automata Model of Synchronization in Coupled Oscillators
Amitava Banerjee, Muktish Acharyya
We have developed a simple cellular automata model for nonlinearly coupled phase oscillators which can exhibit many important collective dynamical states found in other synchronizi…