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researcher

Jason A. Platt

9 papers hereh-index 8273 citations19 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author3
  • last author1

Across the 8 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • cs.NE2
  • physics.bio-ph1
  • physics.comp-ph1
  • q-bio.NC1

identity via Semantic Scholar / OpenAlex

activity
20182023
most citedIntegrating Recurrent Neural Networks with Data Assimilation for Scalable Data-Driven State Estimation

55 citations · 104 across the 9 of their papers we have counts for

collaborators
Showing cs.NEShow all

2 papers · 1 filter

cs.NE2022★ 2 cited

A Systematic Exploration of Reservoir Computing for Forecasting Complex Spatiotemporal Dynamics

Jason A. Platt, Stephen G. Penny, Timothy A. Smith +2

A reservoir computer (RC) is a type of simplified recurrent neural network architecture that has demonstrated success in the prediction of spatiotemporally chaotic dynamical system…

cs.NE2021★ 3 cited

Forecasting Using Reservoir Computing: The Role of Generalized Synchronization

Jason A. Platt, Adrian Wong, Randall Clark +2

Reservoir computers (RC) are a form of recurrent neural network (RNN) used for forecasting time series data. As with all RNNs, selecting the hyperparameters presents a challenge wh…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.