MLSP-L23: Machine Learning for Time Series Analysis I
Fri, 19 Apr, 13:10 - 15:10 (UTC +9)
Location: Room E2
Session Type: Lecture
Session Co-Chairs: Yingjie Zhou, Sichuan University and Jing Han, University of Cambridge
Track: Machine Learning for Signal Processing
Click the to view the manuscript on IEEE Xplore Open Preview
Fri, 19 Apr, 13:10 - 13:30 (UTC +9)
 

MLSP-L23.1: UNRAVEL ANOMALIES: AN END-TO-END SEASONAL-TREND DECOMPOSITION APPROACH FOR TIME SERIES ANOMALY DETECTION
Zhenwei Zhang, Ruiqi Wang, Tsinghua University, China; Ran Ding, Shanghai Jiao Tong University, China; Yuantao Gu, Tsinghua University, China
Fri, 19 Apr, 13:30 - 13:50 (UTC +9)
 

MLSP-L23.2: MULTIVARIATE TIME SERIES FORECASTING WITH CAUSAL-TEMPORAL ATTENTION NETWORK
Wenbo Liu, Yifan He, Fudan University, China; Jihong Guan, Tongji University, China; Shuigeng Zhou, Fudan University, China
Fri, 19 Apr, 13:50 - 14:10 (UTC +9)
 

MLSP-L23.3: TREEMIL: A MULTI-INSTANCE LEARNING FRAMEWORK FOR TIME SERIES ANOMALY DETECTION WITH INEXACT SUPERVISION
Chen Liu, Shibo He, Zhejiang Univerisity, China; Haoyu Liu, NetEase Fuxi AI Lab, China; Shizhong Li, Zhejiang Univerisity, China
Fri, 19 Apr, 14:10 - 14:30 (UTC +9)
 

MLSP-L23.4: DCS: DEBIASED CONTRASTIVE LEARNING WITH WEAK SUPERVISION FOR TIME SERIES CLASSIFICATION
Rongyao Cai, Linpeng Peng, Zhengming Lu, Kexin Zhang, Yong Liu, Zhejiang University, China
Fri, 19 Apr, 14:30 - 14:50 (UTC +9)
 

MLSP-L23.5: SKIP-STEP CONTRASTIVE PREDICTIVE CODING FOR TIME SERIES ANOMALY DETECTION
Kexin Zhang, Zhejiang University, China; Qingsong Wen, Chaoli Zhang, Liang Sun, Alibaba, United States of America; Yong Liu, Zhejiang University, China
Fri, 19 Apr, 14:50 - 15:10 (UTC +9)
 

MLSP-L23.6: ENHANCING SHORT- AND LONG-TERM SEA SURFACE TEMPERATURE FORECASTING WITH A STATIC AND DYNAMIC LEARNABLE PERSONALIZED GRAPH CONVOLUTION NETWORK
Xiaohan Li, Zhaofeng He, Kai Huang, Beijing University of Posts and Telecommunications, China; Zhibo Yang, DFH Satellite Co., Ltd, China; Gaowei Zhang, Beijing University of Posts and Telecommunications, China