Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

1 October 2016

Papers citing "Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction"

50 / 104 papers shown

Title
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 27 26 0 30 Dec 2021
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 30 35 0 14 Dec 2021
STJLA: A Multi-Context Aware Spatio-Temporal Joint Linear Attention Network for Traffic Forecasting Yuchen Fang Yanjun Qin Haiyong Luo Fang Zhao Chenxing Wang GNN AI4TS 19 1 0 04 Dec 2021
Crime Prediction with Graph Neural Networks and Multivariate Normal Distributions Selim Furkan Tekin Suleyman Serdar Kozat 27 12 0 29 Nov 2021
ProSTformer: Pre-trained Progressive Space-Time Self-attention Model for Traffic Flow Forecasting Xiao Yan X. Gan Jingjing Tang Rui Wang ViT AI4TS 16 0 0 03 Nov 2021
Dual Attention-Based Federated Learning for Wireless Traffic Prediction Chuanting Zhang Shuping Dang B. Shihada Mohamed-Slim Alouini 21 84 0 11 Oct 2021
Secure Your Ride: Real-time Matching Success Rate Prediction for Passenger-Driver Pairs Yuandong Wang Hongzhi Yin Lian Wu Tong Chen Chunyang Liu 8 7 0 14 Sep 2021
Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction Fuchen Gao Zhanquan Wang Zhenguang Liu AI4TS GNN 25 5 0 29 Aug 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 46 158 0 20 Aug 2021
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Zheng Fang Qingqing Long Guojie Song Kunqing Xie AI4TS 12 455 0 24 Jun 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 17 355 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 11 11 0 21 Apr 2021
Scalable Learning With a Structural Recurrent Neural Network for Short-Term Traffic Prediction Young-jin Kim Peng Wang Lyudmila Mihaylova GNN 29 16 0 03 Mar 2021
Dynamic Traffic Modeling From Overhead Imagery Scott Workman Nathan Jacobs 19 17 0 18 Dec 2020
AIST: An Interpretable Attention-based Deep Learning Model for Crime Prediction Yeasir Rayhan T. Hashem 10 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 26 67 0 02 Dec 2020
Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic information F. Simini Gianni Barlacchi Massimilano Luca Luca Pappalardo HAI 13 173 0 01 Dec 2020
KST-GCN: A Knowledge-Driven Spatial-Temporal Graph Convolutional Network for Traffic Forecasting Jiawei Zhu Xing Han Hanhan Deng Chao Tao Ling Zhao Pu Wang Tao Lin Haifeng Li AI4TS 16 99 0 26 Nov 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 16 29 0 20 Sep 2020
Forecasting of the Montreal Subway Smart Card Entry Logs with Event Data Florian Toqué E. Côme Martin Trépanier L. Oukhellou AI4TS 7 3 0 22 Aug 2020
Revisiting the Modifiable Areal Unit Problem in Deep Traffic Prediction with Visual Analytics Wei Zeng Chengqiao Lin Juncong Lin Jincheng Jiang Jiazhi Xia Cagatay Turkay Wei-Neng Chen 16 27 0 30 Jul 2020
Complex Sequential Data Analysis: A Systematic Literature Review of Existing Algorithms Kudakwashe Dandajena I. Venter Mehrdad Ghaziasgar Reg Dodds AI4TS 13 2 0 22 Jul 2020
Preserving Dynamic Attention for Long-Term Spatial-Temporal Prediction Haoxing Lin Rufan Bai Weijia Jia Xinyu Yang Yongjian You HAI AI4TS 16 63 0 16 Jun 2020
Urban Anomaly Analytics: Description, Detection, and Prediction Mingyang Zhang Tong Li Yue Yu Yong Li Pan Hui Yu Zheng 22 75 0 25 Apr 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 89 288 0 03 Mar 2020
Interpretable Crowd Flow Prediction with Spatial-Temporal Self-Attention Haoxing Lin Weijia Jia Yongjian You Yiping Sun AI4TS 15 6 0 22 Feb 2020
RiskOracle: A Minute-level Citywide Traffic Accident Forecasting Framework Zhengyang Zhou Yang Wang Xike Xie Lianliang Chen Hengchang Liu 11 119 0 19 Feb 2020
Artificial Intelligence for Social Good: A Survey Zheyuan Ryan Shi Claire Wang Fei Fang AI4TS 24 81 0 07 Jan 2020
Crowd Density Forecasting by Modeling Patch-based Dynamics H. Minoura Ryo Yonetani Mai Nishimura Yoshitaka Ushiku 20 12 0 22 Nov 2019
Building Effective Large-Scale Traffic State Prediction System: Traffic4cast Challenge Solution Yang Liu Fanyou Wu B. Yu Zhiyuan Liu Jieping Ye AI4TS 15 6 0 11 Nov 2019
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 23 1,341 0 11 Nov 2019
Predicting origin-destination ride-sourcing demand with a spatio-temporal encoder-decoder residual multi-graph convolutional network Jintao Ke Xiaoran Qin Hai Yang Zhengfei Zheng Zheng Zhu Jieping Ye AI4TS 30 151 0 17 Oct 2019
Bayesian Temporal Factorization for Multidimensional Time Series Prediction Xinyu Chen Lijun Sun AI4TS 8 205 0 14 Oct 2019
PISEP^2: Pseudo Image Sequence Evolution based 3D Pose Prediction Xiaoli Liu Jianqin Yin Huaping Liu Yilong Yin 3DH 29 7 0 04 Sep 2019
D-GAN: Deep Generative Adversarial Nets for Spatio-Temporal Prediction Divya Saxena Jiannong Cao AI4TS 13 35 0 19 Jul 2019
Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks Junkai Sun Junbo Zhang Qiaofei Li Xiuwen Yi Yuxuan Liang Yu Zheng AI4TS 8 163 0 19 Mar 2019
Deep Air Quality Forecasting Using Hybrid Deep Learning Framework Shengdong Du Tianrui Li Yan Yang S. Horng AI4TS 17 312 0 12 Dec 2018
Examining Deep Learning Architectures for Crime Classification and Prediction Panagiotis Stalidis T. Semertzidis P. Daras 6 61 0 03 Dec 2018
Modeling Conceptual Characteristics of Virtual Machines for CPU Utilization Prediction Shengwei Chen Yanyan Shen Yanmin Zhu 9 5 0 01 Nov 2018
HyperST-Net: Hypernetworks for Spatio-Temporal Forecasting Zheyi Pan Yuxuan Liang Junbo Zhang Xiuwen Yi Yong Yu Yu Zheng AI4TS 11 24 0 28 Sep 2018
PPtaxi: Non-stop Package Delivery via Multi-hop Ridesharing Yueyue Chen Deke Guo Ming Xu Guoming Tang Tongqing Zhou Bangbang Ren 14 29 0 13 Sep 2018
A Capsule Network for Traffic Speed Prediction in Complex Road Networks Young-jin Kim Peng Wang Yifei Zhu Lyudmila Mihaylova 3DPC 22 57 0 23 Jul 2018
BRITS: Bidirectional Recurrent Imputation for Time Series Wei Cao Dong Wang Jian Li Hao Zhou Lei Li Yitan Li AI4TS 11 603 0 27 May 2018
Graph-Based Deep Modeling and Real Time Forecasting of Sparse Spatio-Temporal Data Bao Wang Xiyang Luo Fangbo Zhang Baichuan Yuan Andrea L. Bertozzi P. Brantingham AI4TS 17 59 0 02 Apr 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 30 1,303 0 12 Mar 2018
A Hybrid Method for Traffic Flow Forecasting Using Multimodal Deep Learning Shengdong Du Tianrui Li Xun Gong S. Horng AI4TS 12 150 0 06 Mar 2018
Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction Huaxiu Yao Xianfeng Tang Hua Wei Guanjie Zheng Z. Li AI4TS 22 708 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 21 1,102 0 23 Feb 2018
Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting Zhiyong Cui Kristian C. Henrickson Ruimin Ke Ziyuan Pu Yinhai Wang GNN AI4TS 12 736 0 20 Feb 2018
DeepTravel: a Neural Network Based Travel Time Estimation Model with Auxiliary Supervision Hanyuan Zhang Hao-qing Wu Weiwei Sun Baihua Zheng AI4TS 19 141 0 06 Feb 2018