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math.OC2022
Dynamic Mode Decomposition and Koopman Theory
Sourya Dey
Dynamic Mode Decomposition (DMD) is a technique to approximate generally non-linear dynamical systems using linear techniques, which are better understood and easier to analyze. Ko…
cs.LG2022★ 1 cited
DLKoopman: A deep learning software package for Koopman theory
Sourya Dey, Eric Davis
We present DLKoopman -- a software package for Koopman theory that uses deep learning to learn an encoding of a nonlinear dynamical system into a linear space, while simultaneously…
cs.SI2022
LAGOON: An Analysis Tool for Open Source Communities
Sourya Dey, Walt Woods
This paper presents LAGOON -- an open source platform for understanding the complex ecosystems of Open Source Software (OSS) communities. The platform currently utilizes spatiotemp…