Uncertainty Quantification of Sparse Travel Demand Prediction with
Spatial-Temporal Graph Neural Networks

Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks

11 August 2022

Shenhao Wang

Haris N. Koutsopoulos

Papers citing "Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks"

7 / 7 papers shown

Title
Activity-aware Human Mobility Prediction with Hierarchical Graph Attention Recurrent Network Yihong Tang Junlin He Zhan Zhao HAI 40 5 0 03 Jan 2025
SAUC: Sparsity-Aware Uncertainty Calibration for Spatiotemporal Prediction with Graph Neural Networks Dingyi Zhuang Yuheng Bu Guang Wang Shenhao Wang Jinhua Zhao BDL 32 1 0 13 Sep 2024
Uncertainty in Graph Neural Networks: A Survey Fangxin Wang Yuqing Liu Kay Liu Yibo Wang Sourav Medya Philip S. Yu AI4CE 48 8 0 11 Mar 2024
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 21 20 0 16 Jun 2023
Deep trip generation with graph neural networks for bike sharing system expansion Yuebing Liang Fangyi Ding Guan Huang Zhan Zhao AI4TS 29 15 0 20 Mar 2023
Deep hybrid model with satellite imagery: how to combine demand modeling and computer vision for behavior analysis? Qingyi Wang Shenhao Wang Yunhan Zheng Hongzhou Lin Xiaohu Zhang Jinhua Zhao Joan Walker 13 9 0 07 Mar 2023
Spatial Aggregation and Temporal Convolution Networks for Real-time Kriging Yuankai Wu Dingyi Zhuang Mengying Lei A. Labbe Lijun Sun AI4TS 32 25 0 24 Sep 2021