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Convolutional autoencoders and LSTMs - using deep learning to overcome Kolmogorov-width limitations and accurately model errors in nonlinear model reduction
Presenter
- Kevin Carlberg
February 21, 2020
ICERM
Heterogeneities in vector-bite exposure and infection distributions: implications for the elimination of lymphatic filariasis
Presenter
- Michael Irvine
March 30, 2018
MBI
Sloppy models and effective theories in physics, biology, and beyond
Presenter
- Mark Transtrum
November 17, 2017
IPAM
Data-driven transfer operator approximation, model reduction, and system identification
Presenter
- Stefan Klus
November 1, 2019
IPAM
Distributed and Hybrid Model Predictive Control for freeway traffic networks
Presenter
- José Frejo
October 26, 2015
IPAM
The influence of mesoscale eddies on air-‐sea interaction in the Kuroshio Extension region
Presenter
- Stuart Bishop
October 30, 2014
IPAM
Multi-scale structural optimization in the presence of uncertainty for very large composite structures
Presenter
- Robert Lipton
October 22, 2010
IMA
Machine Learning and Dynamical Systems meet in Reproducing Kernel Hilbert Spaces
Presenter
- Boumediene Hamzi
October 28, 2019
IPAM
Approximate lumpability for Markovian agent-based models using local symmetries
Presenter
- Wasiur KhudaBukhsh
February 12, 2019
MBI
Physical Network System Dynamics
Presenter
- Abraham Jan (Arjan) van der Schaft
September 24, 2015
IMA
Geometric methods for the learning fast simulators of high-dimensional dynamical systems, and global reaction coordinates
Presenter
- Mauro Maggioni
July 25, 2014
IPAM