Joint Modeling of Local and Global Temporal Dynamics for Multivariate
Time Series Forecasting with Missing Values

Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values

22 November 2019

Charu C. Aggarwal

Papers citing "Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values"

13 / 13 papers shown

Title
Learning to Estimate Package Delivery Time in Mixed Imbalanced Delivery and Pickup Logistics Services Jinhui Yi Huan Yan Haotian Wang Jian Yuan Y. Li AI4TS 26 0 0 01 May 2025
DeepSTA: A Spatial-Temporal Attention Network for Logistics Delivery Timely Rate Prediction in Anomaly Conditions Jinhui Yi Huan Yan Haotian Wang Jian Yuan Y. Li 37 4 0 01 May 2025
Graph Convolutional Networks for Traffic Forecasting with Missing Values Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 20 39 0 13 Dec 2022
DBT-DMAE: An Effective Multivariate Time Series Pre-Train Model under Missing Data Kai Zhang Qinmin Yang C. Li AI4TS 19 0 0 16 Sep 2022
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Jiahao Ji Jingyuan Wang Zhe Jiang Jiawei Jiang Hu Zhang DiffM PINN OOD AI4CE 12 77 0 01 Sep 2022
Multi-Variate Time Series Forecasting on Variable Subsets Jatin Chauhan A. Raghuveer Rishi Saket Jay Nandy B. Ravindran AI4TS 27 9 0 25 Jun 2022
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 35 35 0 14 Dec 2021
LIFE: Learning Individual Features for Multivariate Time Series Prediction with Missing Values Zhao Zhang Shao-Qun Zhang Yuan Jiang Zhi-Hua Zhou AI4TS 29 6 0 30 Sep 2021
A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data Chenxi Sun linda Qiao Moxian Song Hongyan Li AI4TS OOD 28 56 0 23 Oct 2020
RDIS: Random Drop Imputation with Self-Training for Incomplete Time Series Data Taehyean Choi Ji-Su Kang Jong-Hwan Kim SyDa AI4TS 22 21 0 20 Oct 2020
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning Sungyong Seo Chuizheng Meng Sirisha Rambhatla Yan Liu AI4CE 13 11 0 15 Jun 2020
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 210 1,897 0 06 Jun 2016
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,904 0 13 Jun 2015