Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction

23 February 2018

Papers citing "Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction"

50 / 163 papers shown

Title
ICN: Interactive Convolutional Network for Forecasting Travel Demand of Shared Micromobility Yiming Xu Qian Ke Xiaojian Zhang Xilei Zhao HAI 21 5 0 24 Jun 2023
Neural Multigrid Memory For Computational Fluid Dynamics Duc Minh Nguyen Minh Nhat Vu T. Nguyen T. Huynh Nguyen Tri Nguyen Truong-Son Hy AI4CE 57 1 0 21 Jun 2023
LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry Lixia Wu Haomin Wen Haoyuan Hu Xiaowei Mao Yutong Xia ... Yuxuan Liang Liuqing Yang Roger Zimmermann Youfang Lin Huaiyu Wan 49 8 0 19 Jun 2023
Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction Xinke Jiang Dingyi Zhuang Xianghui Zhang Hao Chen Jiayuan Luo Xiaowei Gao 26 21 0 16 Jun 2023
Dynamic Causal Graph Convolutional Network for Traffic Prediction Junpeng Lin Ziyue Li Zhishuai Li Lei Bai Rui Zhao Chen Zhang GNN AI4TS 10 17 0 12 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 38 109 0 31 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 32 16 0 22 May 2023
Privacy-Preserving Taxi-Demand Prediction Using Federated Learning Yumeki Goto Tomoya Matsumoto Hamada Rizk Naoto Yanai Hirozumi Yamaguchi 33 6 0 14 May 2023
LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction Jiawei Jiang Chengkai Han Wenjun Jiang Wayne Xin Zhao Jingyuan Wang AI4TS AI4CE 48 7 0 27 Apr 2023
Reinforcement Learning Approaches for Traffic Signal Control under Missing Data Hao Mei Junxian Li Bin Shi Hua Wei 32 9 0 21 Apr 2023
AutoSTL: Automated Spatio-Temporal Multi-Task Learning Zijian Zhang Xiangyu Zhao Hao Miao Chunxu Zhang Hongwei Zhao Junbo Zhang AI4TS 37 19 0 16 Apr 2023
A Comprehensive Survey on Deep Graph Representation Learning Wei Ju Zheng Fang Yiyang Gu Zequn Liu Qingqing Long ... Jingyang Yuan Yusheng Zhao Yifan Wang Xiao Luo Ming Zhang GNN AI4TS 72 142 0 11 Apr 2023
A Survey of Machine Learning-Based Ride-Hailing Planning Dacheng Wen Yupeng Li F. Lau 29 4 0 26 Mar 2023
Urban Regional Function Guided Traffic Flow Prediction Kuo Wang Lingbo Liu Yang Liu Guanbin Li Fan Zhou Liang Lin 38 25 0 17 Mar 2023
Fairness-enhancing deep learning for ride-hailing demand prediction Yunhan Zheng Qingyi Wang Dingyi Zhuang Shenhao Wang Jinhua Zhao 46 12 0 10 Mar 2023
Uncertainty Quantification of Spatiotemporal Travel Demand with Probabilistic Graph Neural Networks Qingyi Wang Shenhao Wang Dingyi Zhuang Haris N. Koutsopoulos Jinhua Zhao AI4TS 19 19 0 07 Mar 2023
A Unified Representation Framework for Rideshare Marketplace Equilibrium and Efficiency Alex J. Chin Zhiwei Qin 24 2 0 28 Feb 2023
INCREASE: Inductive Graph Representation Learning for Spatio-Temporal Kriging Chuanpan Zheng Xiaoliang Fan Cheng-i Wang Jianzhong Qi Chaochao Chen Longbiao Chen AI4TS 31 19 0 06 Feb 2023
DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models Haomin Wen Youfang Lin Yutong Xia Huaiyu Wan Qingsong Wen Roger Zimmermann Keli Zhang DiffM 31 83 0 31 Jan 2023
Graph-Free Learning in Graph-Structured Data: A More Efficient and Accurate Spatiotemporal Learning Perspective Xu Wang Pengfei Gu Pengkun Wang Binwu Wang Zhengyang Zhou Lei Bai Yang Wang GNN 20 3 0 27 Jan 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jiawei Jiang Chengkai Han Wayne Xin Zhao Jingyuan Wang AI4TS 33 248 0 19 Jan 2023
GT-CausIn: a novel causal-based insight for traffic prediction Ting Gao Rodrigo Marques Lei Yu CML AI4TS 8 3 0 12 Dec 2022
Short term prediction of demand for ride hailing services: A deep learning approach Long Chen Piyushimita P. Thakuriah K. Ampountolas AI4TS 28 21 0 07 Dec 2022
Geo-Adaptive Deep Spatio-Temporal predictive modeling for human mobility S. M. A. Zaidi V. Chandola Eunhye Yoo 3DH 44 0 0 27 Nov 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 38 6 0 27 Nov 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 31 15 0 26 Nov 2022
Spatio-temporal Incentives Optimization for Ride-hailing Services with Offline Deep Reinforcement Learning Yanqiu Wu Qingyang Li Zhiwei Qin OffRL 20 3 0 06 Nov 2022
Embracing Graph Neural Networks for Hardware Security (Invited Paper) Lilas Alrahis Satwik Patnaik Mohamed Bennai Ozgur Sinanoglu 28 16 0 17 Aug 2022
Modeling Network-level Traffic Flow Transitions on Sparse Data Xiaoliang Lei Hao Mei Bin Shi Hua Wei 8 20 0 13 Aug 2022
Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks Dingyi Zhuang Shenhao Wang Haris N. Koutsopoulos Jinhua Zhao 26 33 0 11 Aug 2022
Adaptive Graph Spatial-Temporal Transformer Network for Traffic Flow Forecasting Aosong Feng Leandros Tassiulas AI4TS 22 59 0 09 Jul 2022
Online Trajectory Prediction for Metropolitan Scale Mobility Digital Twin Z. Fan Xiaojie Yang Wei Yuan Renhe Jiang Quanjun Chen Xuan Song Ryosuke Shibasaki 19 18 0 21 Jun 2022
Dynamic Graph Learning Based on Hierarchical Memory for Origin-Destination Demand Prediction Ruixing Zhang Liangzhe Han Boyi Liu Jiayuan Zeng Leilei Sun AI4TS 24 13 0 29 May 2022
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting Wei-Guo Zhu Yongqi Sun Xintong Yi Yan Wang 36 17 0 20 May 2022
Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting Aoyun Liu Yaying Zhang GNN AI4TS 26 29 0 18 May 2022
ST-ExpertNet: A Deep Expert Framework for Traffic Prediction Hongjun Wang Jiyuan Chen Z. Fan Zhiwen Zhang Zekun Cai Xuan Song MoE 27 9 0 05 May 2022
Exploring the impact of spatiotemporal granularity on the demand prediction of dynamic ride-hailing Kai Liu Zhijun Chen Toshiyuki Yamamoto Liheng Tuo 11 13 0 19 Mar 2022
Enhancing crowd flow prediction in various spatial and temporal granularities Marco Cardia Massimiliano Luca Luca Pappalardo DiffM 16 8 0 12 Mar 2022
Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mingxiao Li Yihong Tang Wei-Ying Ma GNN AI4TS 26 9 0 08 Mar 2022
On the importance of stationarity, strong baselines and benchmarks in transport prediction problems Filipe Rodrigues AI4TS 19 1 0 06 Mar 2022
Attention-based Contextual Multi-View Graph Convolutional Networks for Short-term Population Prediction Yuki Kubota Y. Ohira Tetsuo Shimizu HAI 18 4 0 01 Mar 2022
Combating Distribution Shift for Accurate Time Series Forecasting via Hypernetworks Wenying Duan Xiaoxi He Lu Zhou Lothar Thiele Hong Rao TTA AI4TS 32 10 0 22 Feb 2022
HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting Minbo Ma Peng Xie Fei Teng Tian-Jie Li Bin Wang Shenggong Ji Junbo Zhang AI4TS 20 9 0 22 Jan 2022
GridTuner: Reinvestigate Grid Size Selection for Spatiotemporal Prediction Models [Technical Report] Jiabao Jin Peng Cheng Lei Chen Xuemin Lin Wenbo Zhang 14 8 0 10 Jan 2022
A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems Bárbara Tavares Cláudia Soares Manuel Marques 18 2 0 03 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 40 26 0 30 Dec 2021
Earthquake Nowcasting with Deep Learning Geoffrey C. Fox John B. Rundle A. Donnellan Bo Feng AI4Cl AI4CE 40 6 0 18 Dec 2021
Joint Demand Prediction for Multimodal Systems: A Multi-task Multi-relational Spatiotemporal Graph Neural Network Approach Yuebing Liang Guan Huang Zhan Zhao AI4TS 37 48 0 15 Dec 2021
Event-Aware Multimodal Mobility Nowcasting Zhaonan Wang Renhe Jiang Hao Xue Flora D. Salim Xuan Song Ryosuke Shibasaki 43 36 0 14 Dec 2021
DMGCRN: Dynamic Multi-Graph Convolution Recurrent Network for Traffic Forecasting Yanjun Qin Yuchen Fang Haiyong Luo Fang Zhao Chenxing Wang AI4TS 89 9 0 04 Dec 2021