1st Edition
AI for Time Series Volume 1: Unlocking Patterns with Deep Learning
1 Introduction
Min Wu, Emadeldeen Eldele, Zhenghua Chen, Xiaoli Li, Shirui Pan, and Qingsong Wen
2 Fedformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting
Tian Zhou, Ziqing Ma, Xue Wang, Liang Sun, Rong Jin, and Qingsong Wen
3 Fredf: Learning to Forecast in the Frequency Domain
Hao Wang, Licheng Pan, Zhichao Chen, and Zhengnan Li
4 PPGF: Probability Pattern-Guided Time Series Forecasting
Yanru Sun, Zongxia Xie, Haoyu Xing, Hualong Yu, and Qinghua Hu
5 Unlocking the Power of Lstm for Long Term Time Series Forecasting
Zepu Wang, Yaxuan Kong, and Yuqi Nie
6 Self-Supervised Contrastive Representation Learning for Semi-Supervised Time-Series Classification
Emadeldeen Eldele, Zhenghua Chen, Min Wu, Xiaoli Li, Mohamed Ragab, and Chee-Keong Kwoh, and Cuntai Guan
7 Diffusion Language-Shapelets for Semi-Supervised Time-Series Classification
Zhen Liu, Disen Lan, Qianli Ma, and Wenbin Pei
8 Graph-Aware Contrasting for Multivariate Time-Series Classification
Yucheng Wang, Min Wu, Xiaoli Li, Zhenghua Chen, Le Zhang, and Lihua Xie
9 Dcdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection
Yiyuan Yang, Chaoli Zhang, Tian Zhou, Liang Sun, and Qingsong Wen
10 Multivariate Anomaly Detection with Self-Learning Graph Convolutional Networks
Dan Li and See-Kiong Ng
11 Self-Attention-Driven Imputation for Multivariate Time Series
Wenjie Du, Linglong Qian, Yiyuan Yang, and Jun Wang
Biography
Min Wu is currently a Principal Scientist at Institute for Infocomm Research (I2R), Agency for Science, Technology and Research (A*STAR), Singapore.
Emadeldeen Eldele is an Assistant Professor at Khalifa University, UAE.
Zhenghua Chen is a Senior Lecture (Associate Professor) at University of Glasgow, UK.
Shirui Pan is a Professor and an ARC Future Fellow with the School of Information and Communication Technology, Griffith University, Australia.
Qingsong Wen is currently the Head of AI & Chief Scientist at Squirrel Ai Learning.
Xiaoli Li is currently Head of the Information Systems Technology and Design (ISTD) Pillar at Singapore University of Technology and Design (SUTD).
