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cs.LG2023
Multi-Task Self-Supervised Time-Series Representation Learning
Heejeong Choi, Pilsung Kang
Time-series representation learning can extract representations from data with temporal dynamics and sparse labels. When labeled data are sparse but unlabeled data are abundant, co…
cs.LG2022
Recurrent Auto-Encoder With Multi-Resolution Ensemble and Predictive Coding for Multivariate Time-Series Anomaly Detection
Heejeong Choi, Subin Kim, Pilsung Kang
As large-scale time-series data can easily be found in real-world applications, multivariate time-series anomaly detection has played an essential role in diverse industries. It en…