2 papers
cs.LG2021
Randomized Projection Learning Method forDynamic Mode Decomposition
Sudam Surasinghe, Erik M. Bollt
A data-driven analysis method known as dynamic mode decomposition (DMD) approximates the linear Koopman operator on projected space. In the spirit of Johnson-Lindenstrauss Lemma, w…
cs.IT2020
On Geometry of Information Flow for Causal Inference
Sudam Surasinghe, Erik M. Bollt
Causal inference is perhaps one of the most fundamental concepts in science, beginning originally from the works of some of the ancient philosophers, through today, but also weaved…