Bike Flow Prediction with Multi-Graph Convolutional Networks

28 July 2018

Leye Wang

Papers citing "Bike Flow Prediction with Multi-Graph Convolutional Networks"

50 / 55 papers shown

Title
GraphSparseNet: a Novel Method for Large Scale Traffic Flow Prediction Weiyang Kong Kaiqi Wu Sen Zhang Yubao Liu AI4TS GNN 91 0 0 27 Feb 2025
A Multi-Layer CNN-GRUSKIP model based on transformer for spatial TEMPORAL traffic flow prediction Karimeh Ibrahim Mohammad Ata Mohd Khair Hassan Ayad Ghany Ismaeel Syed Abdul Rahman Al-Haddad Thamer Alquthami Sameer Alani 44 7 0 09 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 68 1 0 08 Jan 2025
Contextual Data Integration for Bike-sharing Demand Prediction with Graph Neural Networks in Degraded Weather Conditions Romain Rochas Angelo Furno Nour-Eddin El Faouzi 65 0 0 04 Dec 2024
Evaluating the Generalization Ability of Spatiotemporal Model in Urban Scenario Hongjun Wang Jiyuan Chen Tong Pan Zheng Dong Lingyu Zhang Renhe Jiang Xuan Song OOD 96 2 0 07 Oct 2024
Predicting travel demand of a bike sharing system using graph convolutional neural networks Ali Behroozi A. Edrisi GNN AI4TS 32 0 0 18 Aug 2024
Physics-guided Active Sample Reweighting for Urban Flow Prediction Wei Jiang Tong Chen Guanhua Ye Wentao Zhang Lizhen Cui Zi Huang Hongzhi Yin AI4TS AI4CE 34 5 0 18 Jul 2024
A Unified Model for Spatio-Temporal Prediction Queries with Arbitrary Modifiable Areal Units Liyue Chen Jiangyi Fang Tengfei Liu Shaosheng Cao Leye Wang 45 2 0 10 Mar 2024
COLA: Cross-city Mobility Transformer for Human Trajectory Simulation Yu Wang Tongya Zheng Yuxuan Liang Shunyu Liu Mingli Song 37 16 0 04 Mar 2024
MLPST: MLP is All You Need for Spatio-Temporal Prediction Zijian Zhang Ze Huang Zhiwei Hu Xiangyu Zhao Wanyu Wang Zitao Liu Junbo Zhang S. Qin Hongwei Zhao AI4TS 32 27 0 23 Sep 2023
Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting Qian Ma Zijian Zhang Xiangyu Zhao Haoliang Li Hongwei Zhao Yiqi Wang Zitao Liu Wanyu Wang 36 13 0 20 Sep 2023
PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction Zijian Zhang Xiangyu Zhao Qidong Liu Chunxu Zhang Qian Ma Wanyu Wang Hongwei Zhao Yiqi Wang Zitao Liu AI4TS 89 18 0 18 Sep 2023
Multi-graph Spatio-temporal Graph Convolutional Network for Traffic Flow Prediction Weilong Ding Tianpu Zhang Jianwu Wang Zhuofeng Zhao AI4TS 31 0 0 10 Aug 2023
UCTB: An Urban Computing Tool Box for Building Spatiotemporal Prediction Services Jiangyi Fang Liyue Chen Di Chai Yayao Hong Xiuhuai Xie Longbiao Chen Leye Wang AI4TS 43 1 0 07 Jun 2023
Recent Advances in Graph-based Machine Learning for Applications in Smart Urban Transportation Systems Hongde Wu Sen Yan Mingming Liu GNN AI4TS 22 0 0 02 Jun 2023
Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities Maryam Shaygan Collin Meese Wanxin Li Xiaoliang (George) Zhao Mark M. Nejad 43 112 0 31 May 2023
Graph Neural Processes for Spatio-Temporal Extrapolation Junfeng Hu Yuxuan Liang Zhencheng Fan Hongyang Chen Yu Zheng Roger Zimmermann BDL 45 11 0 30 May 2023
Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting Jinliang Deng Xiusi Chen Renhe Jiang Du Yin Yezhou Yang Xuan Song Ivor W. Tsang BDL AI4TS 49 17 0 22 May 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 85 190 0 25 Mar 2023
Deep trip generation with graph neural networks for bike sharing system expansion Yuebing Liang Fangyi Ding Guan Huang Zhan Zhao AI4TS 40 17 0 20 Mar 2023
Semantic-Fused Multi-Granularity Cross-City Traffic Prediction Kehua Chen Yuxuan Liang Jindong Han Siyuan Feng Meixin Zhu Hai Yang AI4TS 50 7 0 23 Feb 2023
Spatio-temporal neural structural causal models for bike flow prediction Pan Deng Yu Zhao Junting Liu Xiaofeng Jia Mulan X. Wang AI4TS 32 19 0 19 Jan 2023
Streaming Traffic Flow Prediction Based on Continuous Reinforcement Learning Yanan Xiao Minyu Liu Zichen Zhang Lu Jiang Minghao Yin Jianan Wang AI4TS 35 5 0 24 Dec 2022
Graph-Time Convolutional Neural Networks: Architecture and Theoretical Analysis Mohammad Sabbaqi Elvin Isufi GNN AI4TS 55 15 0 30 Jun 2022
Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention Wei Shao Zhiling Jin Shuo Wang Yu Kang Xiao Xiao Hamid Menouar Zhaofeng Zhang Junshan Zhang Flora D. Salim AI4TS AI4CE 22 51 0 23 Apr 2022
Transfer learning for cross-modal demand prediction of bike-share and public transit Mingzhuang Hua Francisco Camara Pereira Yu Jiang Xuewu Chen AI4TS 29 2 0 17 Mar 2022
Exploring Human Mobility for Multi-Pattern Passenger Prediction: A Graph Learning Framework Xiangjie Kong Kailai Wang Mingliang Hou Feng Xia G. Karmakar Jianxin Li AI4TS 38 43 0 17 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
Graph-Based Spatial-Temporal Convolutional Network for Vehicle Trajectory Prediction in Autonomous Driving Zihao Sheng Yunwen Xu Shibei Xue Dewei Li GNN 48 129 0 27 Sep 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 62 158 0 20 Aug 2021
MAF-GNN: Multi-adaptive Spatiotemporal-flow Graph Neural Network for Traffic Speed Forecasting Y. Xu Weitang Liu Zhongyi Jiang Zixuan Xu Tingyun Mao Lili Chen Mingwei Zhou AI4TS 37 5 0 08 Aug 2021
Multi-Graph Convolutional-Recurrent Neural Network (MGC-RNN) for Short-Term Forecasting of Transit Passenger Flow Yuxin He Lishuai Li Xinting Zhu K. Tsui AI4TS 36 53 0 28 Jul 2021
Exploring Context Generalizability in Citywide Crowd Mobility Prediction: An Analytic Framework and Benchmark Liyue Chen Xiaoxiang Wang Leye Wang 32 1 0 30 Jun 2021
Graph Neural Networks for Traffic Forecasting João Rico J. Barateiro Arlindo L. Oliveira AI4TS AI4CE 29 12 0 27 Apr 2021
Multi-fold Correlation Attention Network for Predicting Traffic Speeds with Heterogeneous Frequency Yidan Sun Guiyuan Jiang S. Lam Peilan He Fangxin Ning 11 4 0 19 Apr 2021
Graph-Time Convolutional Neural Networks Elvin Isufi Gabriele Mazzola GNN AI4TS 29 15 0 02 Mar 2021
Graph Neural Network for Traffic Forecasting: A Survey Weiwei Jiang Jiayun Luo GNN AI4TS AI4CE 45 849 0 27 Jan 2021
Modeling Heterogeneous Relations across Multiple Modes for Potential Crowd Flow Prediction Qiang Zhou Jingjing Gu Xinjiang Lu Fuzhen Zhuang Yanchao Zhao Qiuhong Wang Xiao Zhang 12 24 0 18 Jan 2021
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
Short-term Traffic Prediction with Deep Neural Networks: A Survey Kyungeun Lee Moonjung Eo Euna Jung Yoonjin Yoon Wonjong Rhee GNN AI4TS 29 52 0 28 Aug 2020
Towards Dynamic Urban Bike Usage Prediction for Station Network Reconfiguration Xi Yang Suining He 9 2 0 13 Aug 2020
Lifelong Property Price Prediction: A Case Study for the Toronto Real Estate Market Hao Peng Jianxin Li Zechuan Wang Renyu Yang Mingzhe Liu Mingming Zhang Philip S. Yu Lifang He 3DV 43 26 0 12 Aug 2020
Reinforced Epidemic Control: Saving Both Lives and Economy Sirui Song Zefang Zong Yong Li Xue Liu Yang Yu 6 26 0 04 Aug 2020
Deep Multi-View Spatiotemporal Virtual Graph Neural Network for Significant Citywide Ride-hailing Demand Prediction G. Jin Zhexu Xi Hengyu Sha Yanghe Feng Jincai Huang GNN 30 13 0 30 Jul 2020
How to Build a Graph-Based Deep Learning Architecture in Traffic Domain: A Survey Jiexia Ye Juanjuan Zhao Kejiang Ye Chengzhong Xu GNN AI4TS AI4CE 21 193 0 24 May 2020
Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions Xueyan Yin Genze Wu Jinze Wei Yanming Shen Heng Qi Baocai Yin AI4TS 25 45 0 18 Apr 2020
Exploiting Interpretable Patterns for Flow Prediction in Dockless Bike Sharing Systems Jingjing Gu Qiang Zhou Jingyuan Yang Yanchi Liu Fuzhen Zhuang Yanchao Zhao Hui Xiong 27 19 0 13 Apr 2020
CreditPrint: Credit Investigation via Geographic Footprints by Deep Learning Xiao Han Ruiqing Ding Leye Wang Hailiang Huang 14 3 0 19 Oct 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 38 153 0 17 Oct 2019
Urban flows prediction from spatial-temporal data using machine learning: A survey Peng Xie Tianrui Li Jia Liu Shengdong Du Xin Yang Junbo Zhang AI4TS AI4CE 25 74 0 26 Aug 2019