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cs.LG2019
Time2Graph: Revisiting Time Series Modeling with Dynamic Shapelets
Ziqiang Cheng, Yang Yang, Wei Wang +3
Time series modeling has attracted extensive research efforts; however, achieving both reliable efficiency and interpretability from a unified model still remains a challenging pro…
cs.LG2019
Time-Series Event Prediction with Evolutionary State Graph
Wenjie Hu, Yang Yang, Ziqiang Cheng +2
The accurate and interpretable prediction of future events in time-series data often requires the capturing of representative patterns (or referred to as states) underpinning the o…