Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting

9 May 2019

Inderjit Dhillon

Papers citing "Think Globally, Act Locally: A Deep Neural Network Approach to High-Dimensional Time Series Forecasting"

50 / 149 papers shown

Title
Cross-LKTCN: Modern Convolution Utilizing Cross-Variable Dependency for Multivariate Time Series Forecasting Dependency for Multivariate Time Series Forecasting Donghao Luo Xue Wang BDL AI4TS 19 2 0 04 Jun 2023
Client: Cross-variable Linear Integrated Enhanced Transformer for Multivariate Long-Term Time Series Forecasting Jiaxin Gao Wenbo Hu Yuntian Chen AI4TS 27 13 0 30 May 2023
A Joint Time-frequency Domain Transformer for Multivariate Time Series Forecasting Yushu Chen Shengzhuo Liu Jinzhe Yang Hao Jing Wenlai Zhao Guang-Wu Yang AI4TS 24 15 0 24 May 2023
CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting Xue Wang Tian Zhou Qingsong Wen Jinyang Gao Bolin Ding Rong Jin AI4TS 26 39 0 20 May 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Ziqiang Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 31 50 0 18 May 2023
Temporal Knowledge Graph Forecasting Without Knowledge Using In-Context Learning Dong-Ho Lee Kian Ahrabian Woojeong Jin Fred Morstatter Jay Pujara 30 32 0 17 May 2023
Futures Quantitative Investment with Heterogeneous Continual Graph Neural Network Min Hu Zhizhong Tan Bin Liu Guosheng Yin AIFin AI4TS 8 0 0 29 Mar 2023
Discovering Predictable Latent Factors for Time Series Forecasting Jingyi Hou Zhen Dong Jiayu Zhou Zhijie Liu AI4TS BDL 30 1 0 18 Mar 2023
Hybrid Variational Autoencoder for Time Series Forecasting Borui Cai Shuiqiao Yang Longxiang Gao Yong Xiang BDL AI4TS 41 14 0 13 Mar 2023
Taming Local Effects in Graph-based Spatiotemporal Forecasting Andrea Cini Ivan Marisca Daniele Zambon Cesare Alippi AI4TS 32 31 0 08 Feb 2023
FV-MgNet: Fully Connected V-cycle MgNet for Interpretable Time Series Forecasting Jianqing Zhu Juncai He Lian Zhang Jinchao Xu 28 3 0 02 Feb 2023
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement Y. Li Xin-xin Lu Yaqing Wang De-Yu Dou DiffM AI4TS 22 99 0 08 Jan 2023
Contextually Enhanced ES-dRNN with Dynamic Attention for Short-Term Load Forecasting Slawek Smyl Grzegorz Dudek Paweł Pełka AI4TS 29 14 0 18 Dec 2022
A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting Zanwei Zhou Rui-Ming Zhong Chen Yang Yan Wang Xiaokang Yang Wei Shen AI4TS 50 9 0 06 Dec 2022
Sub-Graph Learning for Spatiotemporal Forecasting via Knowledge Distillation Mehrtash Mehrabi Yingxue Zhang 25 0 0 17 Nov 2022
Probabilistic Decomposition Transformer for Time Series Forecasting Junlong Tong Liping Xie Wankou Yang Kanjian Zhang AI4TS 24 5 0 31 Oct 2022
WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting Youngin Cho Daejin Kim Dongmin Kim Mohammad Azam Khan Jaegul Choo AI4TS 31 3 0 25 Oct 2022
Multimodal Neural Network For Demand Forecasting Nitesh Kumar K. Dheenadayalan Suprabath Reddy Sumant Kulkarni AI4TS 19 4 0 20 Oct 2022
Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts Rui Wang Yihe Dong Sercan Ö. Arik Rose Yu AI4TS 39 24 0 07 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Qi Zhang Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 59 3 0 06 Oct 2022
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting Junkyu Jang Sunghyuk Park 32 1 0 05 Sep 2022
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting Hui He Qi Zhang Kun Yi Kaize Shi ZhenDong Niu Longbin Cao TTA AI4TS 21 5 0 01 Sep 2022
Time Series Forecasting Models Copy the Past: How to Mitigate Chrysoula Kosma Giannis Nikolentzos Nancy R. Xu Michalis Vazirgiannis AI4TS 24 4 0 27 Jul 2022
Dateformer: Time-modeling Transformer for Longer-term Series Forecasting Julong Young Junhui Chen Feihu Huang Jian Peng AI4TS 22 1 0 12 Jul 2022
Seasonal Encoder-Decoder Architecture for Forecasting Avinash Achar Soumen Pachal BDL AI4TS 11 0 0 08 Jul 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 11 90 0 28 Jun 2022
Predicting Hate Intensity of Twitter Conversation Threads Qing Meng Tharun Suresh Roy Ka-Wei Lee Tanmoy Chakraborty 24 19 0 16 Jun 2022
Anomaly Detection and Inter-Sensor Transfer Learning on Smart Manufacturing Datasets Mustafa Abdallah B. Joung Wo Jae Lee C. Mousoulis J. Sutherland S. Bagchi 23 20 0 13 Jun 2022
Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees Jonathan Brophy Daniel Lowd 26 10 0 23 May 2022
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting Tian Zhou Ziqing Ma Xue Wang Qingsong Wen Liang Sun Tao Yao Wotao Yin Rong Jin AI4TS 121 170 0 18 May 2022
Multi-scale Attention Flow for Probabilistic Time Series Forecasting Shibo Feng Chunyan Miao Ke-Li Xu Jiaxiang Wu Pengcheng Wu Fan Lin P. Zhao BDL AI4TS 12 22 0 16 May 2022
Dirichlet Proportions Model for Hierarchically Coherent Probabilistic Forecasting Abhimanyu Das Weihao Kong Biswajit Paria Rajat Sen AI4TS 32 6 0 21 Apr 2022
Sparsification and Filtering for Spatial-temporal GNN in Multivariate Time-series Yuanrong Wang T. Aste AI4TS 26 10 0 08 Mar 2022
Stacked Residuals of Dynamic Layers for Time Series Anomaly Detection L. Zancato Alessandro Achille G. Paolini A. Chiuso Stefano Soatto AI4TS 22 1 0 25 Feb 2022
Robust Probabilistic Time Series Forecasting Taeho Yoon Youngsuk Park Ernest K. Ryu Yuyang Wang AAML AI4TS 20 18 0 24 Feb 2022
Preformer: Predictive Transformer with Multi-Scale Segment-wise Correlations for Long-Term Time Series Forecasting Dazhao Du Bing-Huang Su Zhewei Wei AI4TS 18 43 0 23 Feb 2022
KENN: Enhancing Deep Neural Networks by Leveraging Knowledge for Time Series Forecasting M. A. Chattha L. V. Elst M. I. Malik Andreas Dengel Sheraz Ahmed AI4TS 16 0 0 08 Feb 2022
Decoupling Local and Global Representations of Time Series S. Tonekaboni Chun-Liang Li Sercan Ö. Arik Anna Goldenberg Tomas Pfister AI4TS CML OOD 27 20 0 04 Feb 2022
FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting Tian Zhou Ziqing Ma Qingsong Wen Xue Wang Liang Sun Rong Jin AI4TS 30 1,307 0 30 Jan 2022
Earthquake Nowcasting with Deep Learning Geoffrey C. Fox John B. Rundle A. Donnellan Bo Feng AI4Cl AI4CE 35 6 0 18 Dec 2021
Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting Donghui Chen Ling-Hao Chen Zongjiang Shang Youdong Zhang Bo Wen Chenghu Yang AI4TS 38 7 0 14 Dec 2021
Parameter Efficient Deep Probabilistic Forecasting O. Sprangers Sebastian Schelter Maarten de Rijke BDL AI4TS 42 21 0 06 Dec 2021
Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling Zhuoling Li Gaowei Zhang Lingyu Xu Jie Yu AI4TS 21 2 0 06 Dec 2021
Learning from Multiple Time Series: A Deep Disentangled Approach to Diversified Time Series Forecasting Ling-Hao Chen Weiqiu Chen Binqing Wu Youdong Zhang Bo Wen Chenghu Yang AI4TS 12 4 0 09 Nov 2021
Meta-Forecasting by combining Global Deep Representations with Local Adaptation Riccardo Grazzi Valentin Flunkert David Salinas Tim Januschowski Matthias Seeger Cédric Archambeau AI4TS AI4CE 41 6 0 05 Nov 2021
Cluster-and-Conquer: A Framework For Time-Series Forecasting Reese Pathak Rajat Sen Nikhil S. Rao N. Benjamin Erichson Michael I. Jordan Inderjit S. Dhillon AI4TS 29 2 0 26 Oct 2021
Online Multi-horizon Transaction Metric Estimation with Multi-modal Learning in Payment Networks Chin-Chia Michael Yeh Zhongfang Zhuang Junpeng Wang Yan Zheng J. Ebrahimi Ryan Mercer Liang Wang Wei Zhang AI4TS 24 4 0 21 Sep 2021
From Known to Unknown: Knowledge-guided Transformer for Time-Series Sales Forecasting in Alibaba Xinyuan Qi Kai Hou Tong Liu Zhongzhong Yu Sihao Hu Wenwu Ou AI4TS 45 19 0 17 Sep 2021
Instance-wise Graph-based Framework for Multivariate Time Series Forecasting Wentao Xu Weiqing Liu Jiang Bian Jian Yin Tie-Yan Liu AI4TS 33 7 0 14 Sep 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 41 34 0 02 Sep 2021