4.8k citations · 6.6k across the 13 of their papers we have counts for
16 papers
Sub-national levels and trends in contraceptive prevalence, unmet need, and demand for family planning in Nigeria with survey uncertainty
Laina D. Mercer, Fred Lu, Joshua L. Proctor
Ambitious global goals have been established to provide universal access to affordable modern contraceptive methods. The UN's sustainable development goal 3.7.1 proposes satisfying…
Model selection for hybrid dynamical systems via sparse regression
Niall M Mangan, Travis Askham, Steven L Brunton +2
Hybrid systems are traditionally difficult to identify and analyze using classical dynamical systems theory. Moreover, recently developed model identification methodologies largely…
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…
Data-driven discovery of partial differential equations
Samuel H. Rudy, Steven L. Brunton, Joshua L. Proctor +1
We propose a sparse regression method capable of discovering the governing partial differential equation(s) of a given system by time series measurements in the spatial domain. The…