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Data Analysis with MATLAB
Online Presentations | 04 Mar 2022 | Contributor(s):: Gen Sasaki
Learn how MATLAB can be used to visualize and analyze data, perform numerical computations, and develop algorithms. Through live demonstrations and examples, you will see how MATLAB can help you become more effective in your coursework as well as in research.
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Networked Dynamical Systems for Function and Learning: Paradigms for Data-Driven Control and Learning in Neurosensory Systems
Online Presentations | 16 Jan 2019 | Contributor(s):: J. Nathan Kutz
Our objective is to use emerging data-driven methods to extract the underlying engineering principles of cognitive capability, namely those that allow complex networks to learn and enact control and functionality in the robust manner observed in neurosensory systems. Mathematically, the...
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Data-Driven Discovery of Governing Equations of Physical Systems
Online Presentations | 16 Jan 2019 | Contributor(s):: J. Nathan Kutz
We introduce a number of data-driven strategies for discovering nonlinear multiscale dynamical systems and their embeddings from data. We consider two canonical cases: (i) systems for which we have full measurements of the governing variables, and (ii) systems for which we have incomplete...
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[Illinois] PHYS466 2013 Lecture 16: Importance Sampling
Online Presentations | 12 Jun 2013 | Contributor(s):: David M. Ceperley