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06/07/2022
Robust Time Series Dissimilarity Measure for Outlier Detection and Periodicity Detection
Dynamic time warping (DTW) is an effective dissimilarity measure in many...
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02/27/2020
Time Series Data Augmentation for Deep Learning: A Survey
Deep learning performs remarkably well on many time series analysis task...
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02/21/2020
RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks
The monitoring and management of numerous and diverse time series data a...
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06/10/2019
RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering
Extracting the underlying trend signal is a crucial step to facilitate t...
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06/03/2019
Robust Gaussian Process Regression for Real-Time High Precision GPS Signal Enhancement
Satellite-based positioning system such as GPS often suffers from large ...
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01/30/2019
Which Factorization Machine Modeling is Better: A Theoretical Answer with Optimal Guarantee
Factorization machine (FM) is a popular machine learning model to captur...
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12/05/2018