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"

34 / 134 papers shown

Title
Crowd Density Forecasting by Modeling Patch-based Dynamics H. Minoura Ryo Yonetani Mai Nishimura Yoshitaka Ushiku 33 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 28 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 46 1,346 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 38 151 0 17 Oct 2019
Bayesian Temporal Factorization for Multidimensional Time Series Prediction Xinyu Chen Lijun Sun AI4TS 10 205 0 14 Oct 2019
PISEP^2: Pseudo Image Sequence Evolution based 3D Pose Prediction Xiaoli Liu Jianqin Yin Huaping Liu Yilong Yin 3DH 32 7 0 04 Sep 2019
D-GAN: Deep Generative Adversarial Nets for Spatio-Temporal Prediction Divya Saxena Jiannong Cao AI4TS 21 35 0 19 Jul 2019
Deep Mixture Point Processes: Spatio-temporal Event Prediction with Rich Contextual Information Maya Okawa Tomoharu Iwata Takeshi Kurashima Yusuke Tanaka Hiroyuki Toda N. Ueda AI4TS 12 60 0 21 Jun 2019
Deep Learning for Spatio-Temporal Data Mining: A Survey Senzhang Wang Jiannong Cao Philip S. Yu AI4TS 26 551 0 11 Jun 2019
DDP-GCN: Multi-Graph Convolutional Network for Spatiotemporal Traffic Forecasting Kyungeun Lee Wonjong Rhee AI4TS GNN 21 108 0 29 May 2019
Attention-based Supply-Demand Prediction for Autonomous Vehicles Zikai Zhang Yidong Li Hai-rong Dong Yizhe You Fengping Zhao 8 2 0 27 May 2019
STAR: A Concise Deep Learning Framework for Citywide Human Mobility Prediction Hongnian Wang Han Su HAI 26 17 0 16 May 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 26 163 0 19 Mar 2019
Decentralized Flood Forecasting Using Deep Neural Networks M. Sit Ibrahim Demir AI4CE 11 54 0 06 Feb 2019
Deep Air Quality Forecasting Using Hybrid Deep Learning Framework Shengdong Du Tianrui Li Yan Yang S. Horng AI4TS 24 311 0 12 Dec 2018
Examining Deep Learning Architectures for Crime Classification and Prediction Panagiotis Stalidis T. Semertzidis P. Daras 11 61 0 03 Dec 2018
Efficient Metropolitan Traffic Prediction Based on Graph Recurrent Neural Network Xiaoyu Wang Cailian Chen Yang Min Jianping He Bo-Jun Yang Yangchao Zhang GNN AI4TS 19 42 0 02 Nov 2018
Modeling Conceptual Characteristics of Virtual Machines for CPU Utilization Prediction Shengwei Chen Yanyan Shen Yanmin Zhu 11 5 0 01 Nov 2018
HyperST-Net: Hypernetworks for Spatio-Temporal Forecasting Zheyi Pan Keli Zhang Junbo Zhang Xiuwen Yi Yong Yu Yu Zheng AI4TS 21 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 22 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 28 605 0 27 May 2018
PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning Yunbo Wang Zhifeng Gao Mingsheng Long Jianmin Wang Philip S. Yu 20 470 0 17 Apr 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 25 59 0 02 Apr 2018
Deep Learning in Mobile and Wireless Networking: A Survey Chaoyun Zhang P. Patras Hamed Haddadi 45 1,306 0 12 Mar 2018
A Hybrid Method for Traffic Flow Forecasting Using Multimodal Deep Learning Shengdong Du Tianrui Li Xun Gong S. Horng AI4TS 28 150 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 36 709 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 32 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 42 740 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 27 142 0 06 Feb 2018
Predicting Station-level Hourly Demands in a Large-scale Bike-sharing Network: A Graph Convolutional Neural Network Approach Lei Lin Zhengbing He S. Peeta GNN 12 370 0 13 Dec 2017
Deep Learning for Real-Time Crime Forecasting and its Ternarization Bao Wang Penghang Yin Andrea L. Bertozzi P. Brantingham Stanley J. Osher Jack Xin AI4TS 38 82 0 23 Nov 2017
TrajectoryNet: An Embedded GPS Trajectory Representation for Point-based Classification Using Recurrent Neural Networks Xiang Jiang E. N. Souza Ahmad Pesaranghader Baifan Hu D. Silver Stan Matwin 14 48 0 07 May 2017
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 239 7,916 0 13 Jun 2015