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03/16/2021
Deep Time Series Models for Scarce Data
Time series data have grown at an explosive rate in numerous domains and...
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11/24/2020
A Non-linear Function-on-Function Model for Regression with Time Series Data
In the last few decades, building regression models for non-scalar varia...
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09/11/2020
Spatio-Temporal Functional Neural Networks
Explosive growth in spatio-temporal data and its wide range of applicati...
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06/05/2020
Health Indicator Forecasting for Improving Remaining Useful Life Estimation
Prognostics is concerned with predicting the future health of the equipm...
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12/21/2019
Regularized Operating Envelope with Interpretability and Implementability Constraints
Operating envelope is an important concept in industrial operations. Acc...
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04/12/2019