Jason A. Platt

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 10

Top Topics

Reservoir Computing

State Estimation

Recurrent Neural Networks

Top Venues

Frontiers Appl. Math. Stat.

Neural Networks

Publications

Timothy A. Smith, Stephen G. Penny, Jason A. Platt, Tse-Chun Chen
Temporal Subsampling Diminishes Small Spatial Scales in Recurrent Neural Network Emulators of Geophysical Turbulence. CoRR (2023)
Jason A. Platt, Stephen G. Penny, Timothy A. Smith, Tse-Chun Chen, Henry D. I. Abarbanel
Constraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks. CoRR (2023)
Tse-Chun Chen, Stephen G. Penny, Timothy A. Smith, Jason A. Platt
'Next Generation' Reservoir Computing: an Empirical Data-Driven Expression of Dynamical Equations in Time-Stepping Form. CoRR (2022)
Jason A. Platt, Stephen G. Penny, Timothy A. Smith, Tse-Chun Chen, Henry D. I. Abarbanel
A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics. CoRR (2022)
Randall Clark, Lawson Fuller, Jason A. Platt, Henry D. I. Abarbanel
Reduced-Dimension, Biophysical Neuron Models Constructed From Observed Data. Neural Comput. 34 (7) (2022)
Jason A. Platt, Stephen G. Penny, Timothy A. Smith, Tse-Chun Chen, Henry D. I. Abarbanel
A systematic exploration of reservoir computing for forecasting complex spatiotemporal dynamics. Neural Networks 153 (2022)
Jason A. Platt, Adrian S. Wong, Randall Clark, Stephen G. Penny, Henry D. I. Abarbanel
Forecasting Using Reservoir Computing: The Role of Generalized Synchronization. CoRR (2021)
Stephen G. Penny, Timothy A. Smith, Tse-Chun Chen, Jason A. Platt, Hsin-Yi Lin, Michael Goodliff, Henry D. I. Abarbanel
Integrating Recurrent Neural Networks with Data Assimilation for Scalable Data-Driven State Estimation. CoRR (2021)
Jason A. Platt, Anna Miller, Henry D. I. Abarbanel
Machine Learning Classification Informed by a Functional Biophysical System. CoRR (2019)
Anna Miller, Dawei Li, Jason A. Platt, Arij Daou, Daniel Margoliash, Henry D. I. Abarbanel
Statistical Data Assimilation: Formulation and Examples From Neurobiology. Frontiers Appl. Math. Stat. 4 (2018)