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cs.LG2021
FC2T2: The Fast Continuous Convolutional Taylor Transform with Applications in Vision and Graphics
Henning Lange, J. Nathan Kutz
Series expansions have been a cornerstone of applied mathematics and engineering for centuries. In this paper, we revisit the Taylor series expansion from a modern Machine Learning…
cs.LG2021★ 1 cited
Deep Probabilistic Koopman: Long-term time-series forecasting under periodic uncertainties
Alex Mallen, Henning Lange, J. Nathan Kutz
Probabilistic forecasting of complex phenomena is paramount to various scientific disciplines and applications. Despite the generality and importance of the problem, general mathem…