1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Koopman-theoretic Approach for Identification of Exogenous Anomalies in Nonstationary Time-series Data
Alex Mallen, Christoph A. Keller, J. Nathan Kutz
In many scenarios, it is necessary to monitor a complex system via a time-series of observations and determine when anomalous exogenous events have occurred so that relevant action…
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…