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Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting

22 May 2023

Xiusi Chen

Ivor W. Tsang

Papers citing "Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting"

28 / 28 papers shown

Title
Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering Yiming Niu Jinliang Deng Lulu Zhang Zimu Zhou Yongxin Tong AI4TS 163 0 0 09 May 2025
iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Yong Liu Tengge Hu Haoran Zhang Haixu Wu Shiyu Wang Lintao Ma Mingsheng Long AI4TS 102 547 0 10 Oct 2023
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Renhe Jiang Zhaonan Wang Jiawei Yong P. Jeph Quanjun Chen Yasumasa Kobayashi Xuan Song Shintaro Fukushima Toyotaro Suzumura AI4TS 69 193 0 27 Nov 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 145 813 0 05 Oct 2022
Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting Junchen Ye Zihan Liu Bowen Du Leilei Sun Weimiao Li Yanjie Fu Hui Xiong AI4TS 42 94 0 28 Jun 2022
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Zezhi Shao Zhao Zhang Fei Wang Yongjun Xu AI4TS 93 225 0 18 Jun 2022
Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory Prediction Lihuan Li Maurice Pagnucco Yang Song 78 61 0 12 Jun 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 248 1,435 0 30 Jan 2022
SSDNet: State Space Decomposition Neural Network for Time Series Forecasting Yang Lin I. Koprinska Mashud Rana BDL AI4TS 63 32 0 19 Dec 2021
Graph Neural Controlled Differential Equations for Traffic Forecasting Jeongwhan Choi Hwangyong Choi JeeHyun Hwang Noseong Park BDL AI4TS 142 281 1 07 Dec 2021
Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network Xiyue Zhang Chao Huang Yong-mei Xu Lianghao Xia Peng Dai Liefeng Bo Junbo Zhang Yu Zheng GNN DiffM AI4TS 87 194 0 08 Oct 2021
A Multi-view Multi-task Learning Framework for Multi-variate Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Xuan Song Ivor W. Tsang AI4TS 81 37 0 02 Sep 2021
DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Renhe Jiang Du Yin Zhaonan Wang Yizhuo Wang Jiewen Deng Hangcheng Liu Zekun Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 94 164 0 20 Aug 2021
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Zheng Fang Qingqing Long Guojie Song Kunqing Xie AI4TS 69 478 0 24 Jun 2021
Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Defu Cao Yujing Wang Juanyong Duan Ce Zhang Xia Zhu ... Yunhai Tong Bixiong Xu Jing Bai Jie Tong Qi Zhang AI4TS 59 516 0 13 Mar 2021
Discrete Graph Structure Learning for Forecasting Multiple Time Series Chao Shang Jie Chen J. Bi CML BDL AI4TS 142 241 0 18 Jan 2021
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Mengzhang Li Zhanxing Zhu GNN AI4TS 69 771 0 15 Dec 2020
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Lei Bai Lina Yao Can Li Xianzhi Wang Can Wang GNN AI4TS 88 1,195 0 06 Jul 2020
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 119 1,384 0 11 Nov 2019
Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting Shiyang Li Xiaoyong Jin Yao Xuan Xiyou Zhou Wenhu Chen Yu Wang Xifeng Yan AI4TS 109 1,426 0 29 Jun 2019
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Zonghan Wu Shirui Pan Guodong Long Jing Jiang Chengqi Zhang GNN AI4TS 92 2,176 0 31 May 2019
Deep Factors for Forecasting Bernie Wang Alex Smola Danielle C. Maddix Jan Gasthaus Dean Phillips Foster Tim Januschowski BDL 80 174 0 28 May 2019
T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction Ling Zhao Yujiao Song Chao Zhang Yu Liu Pu Wang Tao Lin Min Deng Haifeng Li AI4TS 90 2,030 0 12 Nov 2018
Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction Huaxiu Yao Xianfeng Tang Hua Wei Guanjie Zheng Z. Li AI4TS 84 722 0 03 Mar 2018
Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction Huaxiu Yao Fei Wu Jintao Ke Xianfeng Tang Yitian Jia Siyu Lu Pinghua Gong Jieping Ye Z. Li GNN 130 1,110 0 23 Feb 2018
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 250 4,273 0 22 Jun 2017
DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks David Salinas Valentin Flunkert Jan Gasthaus AI4TS UQCV BDL 87 2,127 0 13 Apr 2017
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Guokun Lai Wei-Cheng Chang Yiming Yang Hanxiao Liu BDL AI4TS 110 2,024 0 21 Mar 2017