518 citations · 1.5k across the 21 of their papers we have counts for
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math.DS2021★ 17 cited
Deeptime: a Python library for machine learning dynamical models from time series data
Moritz Hoffmann, Martin Scherer, Tim Hempel +8
Generation and analysis of time-series data is relevant to many quantitative fields ranging from economics to fluid mechanics. In the physical sciences, structures such as metastab…
math.OC2021
A Stochastic Gradient Descent Theorem and the Back-Propagation Algorithm
Hao Wu
We establish a convergence theorem for a certain type of stochastic gradient descent, which leads to a convergent variant of the back-propagation algorithm