Data-driven model discovery and coordinate embeddings for physical systems

J. Nathan Kutz
University of Washington
January 29, 2019
Scientific Machine Learning
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Deep Neural Networks and Partial Differential Equations - Approximation Theory and Structural Properties

Philipp Petersen
University of Oxford
January 29, 2019
Scientific Machine Learning
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Collapse of deep and narrow neural nets

Lu Lu
Brown University
Yeonjong Shin
Brown University
January 28, 2019
Scientific Machine Learning
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Hidden Physics Models - Machine Learning of Non-Linear Partial Differential Equations

Maziar Raissi
NVIDIA
January 28, 2019
Scientific Machine Learning
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A new perspective on machine learning

Hrushikesh Mhaskar
Claremont Graduate University
January 28, 2019
Scientific Machine Learning
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Deep Neural Network, Finite Element and Multigrid

Jinchao Xu
Pennsylvania State University
January 28, 2019
Scientific Machine Learning
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Which ReLU Net Architectures Give Rise to Exploding and Vanishing Gradients

Boris Hanin
Texas A&M University
January 28, 2019
Scientific Machine Learning
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Machine learning and multi-scale modeling

Weinan E
Princeton University
January 28, 2019
Scientific Machine Learning
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Using incomplete electronic health record data to inform decision making in HIV and AIDS

Giorgos Bakoyannis
Indiana University
January 17, 2019
Models and Machine Learning for Causal Inference and Decision Making in...
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