4.8k citations · 6.6k across the 13 of their papers we have counts for
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Dynamic mode decomposition for compressive system identification
Zhe Bai, Eurika Kaiser, Joshua L. Proctor +2
Dynamic mode decomposition has emerged as a leading technique to identify spatiotemporal coherent structures from high-dimensional data, benefiting from a strong connection to nonl…
Identifying spatiotemporal dynamics of Ebola in Sierra Leone using virus genomes
Kyle B. Gustafson, Joshua L. Proctor
Containing the recent West African outbreak of Ebola virus (EBOV) required the deployment of substantial global resources. Operationally, health workers and surveillance teams trea…
Model selection for dynamical systems via sparse regression and information criteria
Niall M. Mangan, J. Nathan Kutz, Steven L. Brunton +1
We develop an algorithm for model selection which allows for the consideration of a combinatorially large number of candidate models governing a dynamical system. The innovation ci…