Urban flows prediction from spatial-temporal data using machine
learning: A survey

Urban flows prediction from spatial-temporal data using machine learning: A survey

26 August 2019

Tianrui Li

Xin Yang

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Papers citing "Urban flows prediction from spatial-temporal data using machine learning: A survey"

12 / 12 papers shown

Title
DeepSTCL: A Deep Spatio-temporal ConvLSTM for Travel Demand Prediction Dongjie Wang Yan Yang Shangming Ning AI4TS HAI 41 67 0 22 Aug 2020
Bike Flow Prediction with Multi-Graph Convolutional Networks Di Chai Leye Wang Qiang Yang GNN 49 266 0 28 Jul 2018
A Hybrid Method for Traffic Flow Forecasting Using Multimodal Deep Learning Shengdong Du Tianrui Li Xun Gong S. Horng AI4TS 65 156 0 06 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 126 1,110 0 23 Feb 2018
Cross-City Transfer Learning for Deep Spatio-Temporal Prediction Leye Wang Xu Geng Xiaojuan Ma Feng Liu Qiang Yang AI4TS 38 30 0 01 Feb 2018
Short-Term Forecasting of Passenger Demand under On-Demand Ride Services: A Spatio-Temporal Deep Learning Approach Jintao Ke Hongyu Zheng Hai Yang Xiqun X. Chen AI4TS 52 604 0 20 Jun 2017
Predicting Citywide Crowd Flows Using Deep Spatio-Temporal Residual Networks Junbo Zhang Yu Zheng Dekang Qi Ruiyuan Li Xiuwen Yi Tianrui Li GNN 3DPC HAI AI4TS 49 435 0 10 Jan 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 840 5,821 0 05 Dec 2016
Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction Junbo Zhang Yu Zheng Dekang Qi 3DPC AI4TS 95 2,055 0 01 Oct 2016
Towards Bayesian Deep Learning: A Framework and Some Existing Methods Hao Wang Dit-Yan Yeung BDL 50 225 0 24 Aug 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 437 20,568 0 10 Sep 2014