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 / 134 papers shown

Title
Towards Spatio-Temporal Cross-Platform Graph Embedding Fusion for Urban Traffic Flow Prediction Mahan Tabatabaie James S. Maniscalco Connor Lynch Suining He AI4TS 14 0 0 15 Aug 2022
A Baselined Gated Attention Recurrent Network for Request Prediction in Ridesharing Jingran Shen Nikos Tziritas Georgios Theodoropoulos AI4TS 34 7 0 11 Jul 2022
Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning Cheng Tan Zhangyang Gao Lirong Wu Yongjie Xu Jun Xia Siyuan Li Stan Z. Li 46 107 0 24 Jun 2022
SimVP: Simpler yet Better Video Prediction Zhangyang Gao Cheng Tan Lirong Wu Stan Z. Li 51 211 0 09 Jun 2022
A Cross-City Federated Transfer Learning Framework: A Case Study on Urban Region Profiling Gaode Chen Yijun Su Xinghua Zhang Anmin Hu Guochun Chen Siyuan Feng Jinlin Xiang Junbo Zhang Yu Zheng 39 5 0 31 May 2022
Predicting vacant parking space availability zone-wisely: a graph based spatio-temporal prediction approach Yajing Feng Qian Hu Zhenzhou Tang 24 4 0 03 May 2022
Spatio-Temporal Latent Graph Structure Learning for Traffic Forecasting Jiabin Tang Tang Qian Shikun Liu Shengdong Du Jie Hu Tianrui Li AI4TS 30 22 0 25 Feb 2022
Dynamic Relation Discovery and Utilization in Multi-Entity Time Series Forecasting Lin Huang Lijun Wu Jia Zhang Jiang Bian Tie-Yan Liu AI4TS 34 2 0 18 Feb 2022
Improving short-term bike sharing demand forecast through an irregular convolutional neural network Xinyu Li Yang Xu Xiaohu Zhang Wenzhong Shi Y. Yue Qingquan Li AI4TS 9 53 0 09 Feb 2022
Network-level Safety Metrics for Overall Traffic Safety Assessment: A Case Study Xiwen Chen Hongya Wang Abolfazl Razi Brendan J. Russo Jason L. Pacheco J. Roberts Jeffery Wishart L. Head Alonso Granados Baca 40 8 0 27 Jan 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
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 38 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 29 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 24 0 0 03 Nov 2021
Dual Attention-Based Federated Learning for Wireless Traffic Prediction Chuanting Zhang Shuping Dang B. Shihada Mohamed-Slim Alouini 23 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 18 7 0 14 Sep 2021
Parallel Multi-Graph Convolution Network For Metro Passenger Volume Prediction Fuchen Gao Zhanquan Wang Zhenguang Liu AI4TS GNN 30 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 Zekun Cai Jinliang Deng Xuan Song Ryosuke Shibasaki AI4TS 57 158 0 20 Aug 2021
DeepExpress: Heterogeneous and Coupled Sequence Modeling for Express Delivery Prediction Siyuan Ren Bin Guo LongBing Cao Ke Li Jiaqi Liu Zhiwen Yu 21 8 0 18 Aug 2021
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Zheng Fang Qingqing Long Guojie Song Kunqing Xie AI4TS 17 458 0 24 Jun 2021
TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning Xu Chen Junshan Wang Kunqing Xie AI4TS AI4CE 21 60 0 11 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 19 358 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
PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning Yunbo Wang Haixu Wu Jianjin Zhang Zhifeng Gao Jianmin Wang Philip S. Yu Mingsheng Long 28 380 0 17 Mar 2021
Scalable Learning With a Structural Recurrent Neural Network for Short-Term Traffic Prediction Young-jin Kim Peng Wang Lyudmila Mihaylova GNN 31 16 0 03 Mar 2021
Dynamic Traffic Modeling From Overhead Imagery Scott Workman Nathan Jacobs 32 17 0 18 Dec 2020
AIST: An Interpretable Attention-based Deep Learning Model for Crime Prediction Yeasir Rayhan T. Hashem 24 22 0 16 Dec 2020
Coupled Layer-wise Graph Convolution for Transportation Demand Prediction Junchen Ye Leilei Sun Bowen Du Yanjie Fu Hui Xiong GNN AI4TS 18 148 0 15 Dec 2020
Dynamic Structure Learning through Graph Neural Network for Forecasting Soil Moisture in Precision Agriculture Anoushka Vyas S. Bandyopadhyay AI4CE 25 9 0 07 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
Deep Gravity: enhancing mobility flows generation with deep neural networks and geographic information F. Simini Gianni Barlacchi Massimilano Luca Luca Pappalardo HAI 21 174 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 29 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 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 18 19 0 17 Sep 2020
Forecasting of the Montreal Subway Smart Card Entry Logs with Event Data Florian Toqué E. Côme Martin Trépanier L. Oukhellou AI4TS 17 3 0 22 Aug 2020
DeepSTCL: A Deep Spatio-temporal ConvLSTM for Travel Demand Prediction Dongjie Wang Yan Yang Shangming Ning AI4TS HAI 6 67 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 Chen 27 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 21 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 28 63 0 16 Jun 2020
Urban Anomaly Analytics: Description, Detection, and Prediction Mingyang Zhang Tong Li Yue Yu Yong Li Pan Hui Yu Zheng 33 75 0 25 Apr 2020
Constructing Geographic and Long-term Temporal Graph for Traffic Forecasting Yiwen Sun Yulu Wang Kun Fu Zheng Wang Changshui Zhang Jieping Ye AI4TS GNN 22 9 0 23 Apr 2020
Handling Concept Drifts in Regression Problems -- the Error Intersection Approach Lucas Baier M. Hofmann Niklas Kühl Marisa Mohr G. Satzger 4 17 0 01 Apr 2020
PCNN: Deep Convolutional Networks for Short-term Traffic Congestion Prediction Meng Chen Xiaohui Yu Yang Liu 8 141 0 16 Mar 2020
Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction Vincent Le Guen Nicolas Thome AI4CE PINN 93 289 0 03 Mar 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
RiskOracle: A Minute-level Citywide Traffic Accident Forecasting Framework Zhengyang Zhou Yang Wang Xike Xie Lianliang Chen Hengchang Liu 19 119 0 19 Feb 2020
Fine-Grained Urban Flow Inference Kun Ouyang Keli Zhang Ye Liu Zekun Tong Sijie Ruan Yu Zheng David S. Rosenblum 34 48 0 05 Feb 2020
Artificial Intelligence for Social Good: A Survey Zheyuan Ryan Shi Claire Wang Fei Fang AI4TS 32 81 0 07 Jan 2020