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Alexander Wikner
Publication Activity (10 Years)
Years Active: 2018-2023
Publications (10 Years): 5
Top Topics
Noise Free
Classifier Ensemble
Machine Learning
Data Assimilation
Top Venues
CoRR
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Publications
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Dhruvit Patel
,
Alexander Wikner
Attention-Based Ensemble Pooling for Time Series Forecasting.
CoRR
(2023)
Alexander Wikner
,
Brian R. Hunt
,
Joseph Harvey
,
Michelle Girvan
,
Edward Ott
Stabilizing Machine Learning Prediction of Dynamics: Noise and Noise-inspired Regularization.
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)
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)
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)