Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction

3 March 2018

Papers citing "Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction"

42 / 42 papers shown

Title
Data re-uploading in Quantum Machine Learning for time series: application to traffic forecasting Nikolaos Schetakis Paolo Bonfini Negin Alisoltani Konstantinos Blazakis Symeon I. Tsintzos Alexis Askitopoulos Davit Aghamalyan Panagiotis Fafoutellis Eleni I. Vlahogianni 46 0 0 22 Jan 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation Qianru Zhang Xinyi Gao Haixin Wang Siu-Ming Yiu Hongzhi Yin AI4TS 40 2 0 15 Jan 2025
STContext: A Multifaceted Dataset for Developing Context-aware Spatio-temporal Crowd Mobility Prediction Models Liyue Chen Jiangyi Fang Tengfei Liu Fangyuan Gao Leye Wang AI4TS 31 0 0 08 Jan 2025
Spatially Constrained Transformer with Efficient Global Relation Modelling for Spatio-Temporal Prediction Ashutosh Sao Simon Gottschalk AI4TS 39 0 0 11 Nov 2024
Pretrained Mobility Transformer: A Foundation Model for Human Mobility Xinhua Wu Haoyu He Yanchao Wang Qi Wang 39 1 0 29 May 2024
Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction Hao Miao Senzhang Wang Meiyue Zhang Diansheng Guo Funing Sun Fan Yang 47 2 0 23 Apr 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Hao Miao Yan Zhao Chenjuan Guo Bin Yang Kai Zheng Feiteng Huang Jiandong Xie Christian S. Jensen AI4TS CLL 44 30 0 23 Apr 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Keli Zhang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 118 0 16 Oct 2023
Hybrid hidden Markov LSTM for short-term traffic flow prediction Agnimitra Sengupta A. Das S. I. Guler BDL AI4TS 19 2 0 11 Jul 2023
STEF-DHNet: Spatiotemporal External Factors Based Deep Hybrid Network for Enhanced Long-Term Taxi Demand Prediction Sheraz Hassan Muhammad Ahmad Tahir M. Uppal Zubair Khalid Ivan Gorban Selim Turki 24 1 0 26 Jun 2023
SMAP: A Novel Heterogeneous Information Framework for Scenario-based Optimal Model Assignment Zekun Qiu Zhipu Xie Ze-Yu Ji Yuhao Mao Ke Cheng 19 0 0 23 May 2023
Enhancing Road Safety through Accurate Detection of Hazardous Driving Behaviors with Graph Convolutional Recurrent Networks Pooyan Khosravinia Thinagaran Perumal Javad Zarrin 24 7 0 08 May 2023
A Slow-Shifting Concerned Machine Learning Method for Short-term Traffic Flow Forecasting Zann Koh Yan Qin Yong Liang Guan Chau Yuen OOD AI4TS 22 0 0 31 Mar 2023
Dynamic Graph Convolutional Network with Attention Fusion for Traffic Flow Prediction Xunlian Luo Chunjiang Zhu Detian Zhang Qing Li GNN AI4TS 32 6 0 24 Feb 2023
Spatial-temporal traffic modeling with a fusion graph reconstructed by tensor decomposition Qin Li Xu Yang Yong Wang Yuankai Wu Deqiang He 41 10 0 12 Dec 2022
A Contextual Master-Slave Framework on Urban Region Graph for Urban Village Detection Congxi Xiao Jingbo Zhou Jizhou Huang Hengshu Zhu Tong Xu Dejing Dou Hui Xiong 10 15 0 26 Nov 2022
Spatial-Temporal Graph Convolutional Gated Recurrent Network for Traffic Forecasting Le Zhao Mingcai Chen Yuntao Du Haiyang Yang Chongjun Wang GNN AI4TS 24 4 0 06 Oct 2022
Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model Shilin Pu Liang Chu Zhuoran Hou Jincheng Hu Yanjun Huang Yuanjian Zhang 224 0 0 08 Sep 2022
A Visual Analytics System for Improving Attention-based Traffic Forecasting Models Seungmin Jin Hyunwoo Lee Cheonbok Park Hyeshin Chu Yunwon Tae Jaegul Choo Sungahn Ko 20 14 0 08 Aug 2022
Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning Lianghao Xia Chao Huang Yong-mei Xu Peng Dai Liefeng Bo Xiyue Zhang Tianyi Chen AI4TS 33 65 0 07 Jan 2022
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting Guanyao Li Shuhan Zhong Shueng-Han Gary Chan Ruiyuan Li Chih-Chieh Hung Wen-Chih Peng AI4TS 35 26 0 30 Dec 2021
Multiwave COVID-19 Prediction from Social Awareness using Web Search and Mobility Data Jia Xue T. Yabe Kota Tsubouchi J. Ma S. Ukkusuri 21 8 0 22 Oct 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 Z. Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 57 158 0 20 Aug 2021
Quantifying Uncertainty in Deep Spatiotemporal Forecasting Dongxian Wu Liyao (Mars) Gao X. Xiong Matteo Chinazzi Alessandro Vespignani Yi Ma Rose Yu AI4TS 13 68 0 25 May 2021
Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Fuxian Li J. Feng Huan Yan G. Jin Depeng Jin Yong Li GNN AI4TS 19 357 0 30 Apr 2021
A Comparative Study of Using Spatial-Temporal Graph Convolutional Networks for Predicting Availability in Bike Sharing Schemes Zhengyong Chen Hongde Wu Noel E. O'Connor Mingming Liu GNN 27 11 0 21 Apr 2021
AIST: An Interpretable Attention-based Deep Learning Model for Crime Prediction Yeasir Rayhan T. Hashem 24 22 0 16 Dec 2020
Deep Learning for Road Traffic Forecasting: Does it Make a Difference? Eric L. Manibardo I. Laña Javier Del Ser AI4TS 32 67 0 02 Dec 2020
AST-GCN: Attribute-Augmented Spatiotemporal Graph Convolutional Network for Traffic Forecasting Jiawei Zhu Chao Tao Hanhan Deng Ling Zhao Qiongjie Wang Tao Lin Haifeng Li GNN AI4TS 29 123 0 22 Nov 2020
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
Exploring the Generalizability of Spatio-Temporal Traffic Prediction: Meta-Modeling and an Analytic Framework Leye Wang Di Chai Xuanzhe Liu Liyue Chen Kai Chen AI4TS 24 29 0 20 Sep 2020
Spatio-Temporal Hybrid Graph Convolutional Network for Traffic Forecasting in Telecommunication Networks Marcus Kalander Min Zhou Chengzhi Zhang Hanling Yi Lujia Pan AI4TS 15 19 0 17 Sep 2020
Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction Haoxing Lin Rufan Bai Weijia Jia Xinyu Yang Yongjian You HAI AI4TS 28 63 0 16 Jun 2020
Forecast Network-Wide Traffic States for Multiple Steps Ahead: A Deep Learning Approach Considering Dynamic Non-Local Spatial Correlation and Non-Stationary Temporal Dependency Xinglei Wang Xuefeng Guan Jun Cao N. Zhang Huayi Wu GNN AI4TS 19 42 0 06 Apr 2020
Interpretable Crowd Flow Prediction with Spatial-Temporal Self-Attention Haoxing Lin Weijia Jia Yongjian You Yiping Sun AI4TS 25 6 0 22 Feb 2020
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values Xianfeng Tang Huaxiu Yao Yiwei Sun Charu C. Aggarwal P. Mitra Suhang Wang AI4TS 43 116 0 22 Nov 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 46 1,342 0 11 Nov 2019
Spatiotemporal Tile-based Attention-guided LSTMs for Traffic Video Prediction T. Hascoet AI4TS 28 3 0 24 Oct 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 26 549 0 11 Jun 2019
Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks Junkai Sun Junbo Zhang Qiaofei Li Xiuwen Yi Keli Zhang Yu Zheng AI4TS 20 163 0 19 Mar 2019
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,925 0 17 Aug 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,906 0 13 Jun 2015