72 citations · 144 across the 7 of their papers we have counts for
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physics.data-an2018★ 8 cited
Manifold Learning for Organizing Unstructured Sets of Process Observations
Felix Dietrich, Mahdi Kooshkbaghi, Erik M. Bollt +1
Data mining is routinely used to organize ensembles of short temporal observations so as to reconstruct useful, low-dimensional realizations of an underlying dynamical system. In t…
math.DS2018★ 46 cited
Manifold learning for parameter reduction
Alexander Holiday, Mahdi Kooshkbaghi, Juan M. Bello-Rivas +3
Large scale dynamical systems (e.g. many nonlinear coupled differential equations) can often be summarized in terms of only a few state variables (a few equations), a trait that re…