Edward Ott

Publication Activity (10 Years)

Years Active: 1996-2024
Publications (10 Years): 13

Top Topics

Impulse Noise Removal

Reservoir Computing

Machine Learning

Conditional Probability Distributions

Top Venues

Neural Networks

Publications

Dhruvit Patel, Troy Arcomano, Brian R. Hunt, Istvan Szunyogh, Edward Ott
Exploring the Potential of Hybrid Machine-Learning/Physics-Based Modeling for Atmospheric/Oceanic Prediction Beyond the Medium Range. CoRR (2024)
Alexander Wikner, Joseph Harvey, Michelle Girvan, Brian R. Hunt, Andrew Pomerance, Thomas M. Antonsen Jr., Edward Ott
Stabilizing machine learning prediction of dynamics: Novel noise-inspired regularization tested with reservoir computing. Neural Networks 170 (2024)
Alexander Wikner, Brian R. Hunt, Joseph Harvey, Michelle Girvan, Edward Ott
Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization. CoRR (2022)
Dhruvit Patel, Edward Ott
Using Machine Learning to Anticipate Tipping Points and Extrapolate to Post-Tipping Dynamics of Non-Stationary Dynamical Systems. CoRR (2022)
Alexander Wikner, Jaideep Pathak, Brian R. Hunt, Istvan Szunyogh, Michelle Girvan, Edward Ott
Using Data Assimilation to Train a Hybrid Forecast System that Combines Machine-Learning and Knowledge-Based Components. CoRR (2021)
Keshav Srinivasan, Nolan Coble, Joy Hamlin, Thomas M. Antonsen Jr., Edward Ott, Michelle Girvan
Parallel Machine Learning for Forecasting the Dynamics of Complex Networks. CoRR (2021)
Alexander Wikner, Jaideep Pathak, Brian R. Hunt, Michelle Girvan, Troy Arcomano, Istvan Szunyogh, Andrew Pomerance, Edward Ott
Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems. CoRR (2020)
Amitava Banerjee, Joseph D. Hart, Rajarshi Roy, Edward Ott
Link inference of noisy delay-coupled networks: Machine learning and opto-electronic experimental tests. CoRR (2020)
Pantelis R. Vlachas, Jaideep Pathak, Brian R. Hunt, Themistoklis P. Sapsis, Michelle Girvan, Edward Ott, Petros Koumoutsakos
Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics. Neural Networks 126 (2020)
Amitava Banerjee, Jaideep Pathak, Rajarshi Roy, Juan G. Restrepo, Edward Ott
Using Machine Learning to Assess Short Term Causal Dependence and Infer Network Links. CoRR (2019)
Pantelis R. Vlachas, Jaideep Pathak, Brian R. Hunt, Themistoklis P. Sapsis, Michelle Girvan, Edward Ott, Petros Koumoutsakos
Forecasting of Spatio-temporal Chaotic Dynamics with Recurrent Neural Networks: a comparative study of Reservoir Computing and Backpropagation Algorithms. CoRR (2019)
Sanjukta Krishnagopal, Michelle Girvan, Edward Ott, Brian R. Hunt
Separation of Chaotic Signals by Reservoir Computing. CoRR (2019)
Jaideep Pathak, Alexander Wikner, Rebeckah Fussell, Sarthak Chandra, Brian R. Hunt, Michelle Girvan, Edward Ott
Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model. CoRR (2018)
Andrew Melchionna, Jesus Caloca, Shane Squires, Thomas M. Antonsen Jr., Edward Ott, Michelle Girvan
The Impact of Imperfect Information on Network Attack. CoRR (2014)
Can Guven, Erin Rericha, Edward Ott, Wolfgang Losert
Modeling and Measuring Signal Relay in Noisy Directed Migration of Cell Groups. PLoS Comput. Biol. 9 (5) (2013)
Ari Zitin, Alex Gorowora, Shane Squires, Mark Herrera, Thomas M. Antonsen Jr., Michelle Girvan, Edward Ott
Spatially embedded growing small-world networks. CoRR (2013)
John Platig, Edward Ott, Michelle Girvan
Robustness of Network Measures to Link Errors. CoRR (2013)
Ian Frommer, Eric J. Harder, Brian R. Hunt, Ryan Lance, Edward Ott, James A. Yorke
Bifurcations and Chaos in a Periodically probed Computer Network. Int. J. Bifurc. Chaos 19 (9) (2009)
Edward Ott
Attractor dimensions. Scholarpedia 3 (3) (2008)
Edward Ott
Basin of attraction. Scholarpedia 1 (8) (2006)
Edward Ott
Crises. Scholarpedia 1 (10) (2006)
Edward Ott
Controlling chaos. Scholarpedia 1 (8) (2006)
David J. Deshazer, Romulus Breban, Edward Ott, Rajarshi Roy
Phase Synchronization in a Modulated Chaotic Laser Array. Int. J. Bifurc. Chaos 14 (9) (2004)
Ian Frommer, Eric J. Harder, Brian R. Hunt, Ryan Lance, Edward Ott, James A. Yorke
Two Models for the Study of Congested Internet Connections CoRR (2004)
Naresh Sharma, Edward Ott
Exploiting Synchronization to Combat Channel distortions in Communication with Chaotic Systems. Int. J. Bifurc. Chaos 10 (4) (2000)
Naresh Sharma, Edward Ott
Combating channel distortions for chaotic signals. ICASSP (1999)
Edward Ott
Chaotic Behavior of Deterministic Dissipative Systems (Milos Marek and Igor Schreiber). SIAM Rev. 38 (4) (1996)