1.7k citations · 2.4k across the 28 of their papers we have counts for
Showing 2018 · cs.LGShow all
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cs.LG2018★ 34 cited
Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes
Xiaowei Jia, Anuj Karpatne, Jared Willard +5
In this paper, we introduce a novel framework for combining scientific knowledge within physics-based models and recurrent neural networks to advance scientific discovery in many d…
cs.LG2018★ 11 cited
Mining Novel Multivariate Relationships in Time Series Data Using Correlation Networks
Saurabh Agrawal, Michael Steinbach, Daniel Boley +5
In many domains, there is significant interest in capturing novel relationships between time series that represent activities recorded at different nodes of a highly complex system…