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physics.data-an2022★ 9 cited
Using scaling-region distributions to select embedding parameters
Varad Deshmukh, Robert Meikle, Elizabeth Bradley +2
Reconstructing state-space dynamics from scalar data using time-delay embedding requires choosing values for the delay and the dimension . Both parameters are critical to th…
astro-ph.SR2022★ 22 cited
Machine Learning Approaches to Solar-Flare Forecasting: Is Complex Better?
Varad Deshmukh, Srinivas Baskar, Elizabeth Bradley +2
Recently, there has been growing interest in the use of machine-learning methods for predicting solar flares. Initial efforts along these lines employed comparatively simple models…