6 citations · 10 across the 7 of their papers we have counts for
Showing math.OCShow all
2 papers · 1 filter
math.OC2018
On Robust Computation of Koopman Operator and Prediction in Random Dynamical Systems
Subhrajit Sinha, Huang Bowen, Umesh Vaidya
In the paper, we consider the problem of robust approximation of transfer Koopman and Perron-Frobenius (P-F) operators from noisy time series data. In most applications, the time-s…
math.OC2018
On Data-Driven Computation of Information Transfer for Causal Inference in Dynamical Systems
Subhrajit Sinha, Umesh Vaidya
In this paper, we provide a novel approach to capture causal interaction in a dynamical system from time-series data. In \cite{sinha_IT_CDC2016}, we have shown that the existing me…