Deep Learning for Spatio-Temporal Data Mining: A Survey

11 June 2019

Philip S. Yu

Papers citing "Deep Learning for Spatio-Temporal Data Mining: A Survey"

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Title
Geometry-aware Active Learning of Spatiotemporal Dynamic Systems Xizhuo Zhang AI4CE 29 0 0 26 Apr 2025
Scalable Trajectory-User Linking with Dual-Stream Representation Networks H. Zhang Wei-Neng Chen Xingyu Zhao Jianpeng Qi Guiyuan Jiang Yanwei Yu 40 1 0 19 Mar 2025
Empirical risk minimization algorithm for multiclass classification of S.D.E. paths Christophe Denis Eddy Ella Mintsa 56 0 0 18 Mar 2025
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning Tong Nie Wei Ma Jian-jun Sun Yu Yang Jiannong Cao AI4TS AI4CE 36 0 0 20 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 31 0 0 08 Jan 2025
C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory Prediction Zichen Wang Hao Miao Senzhang Wang Renzhi Wang Jianxin Wang Jian Zhang 75 0 0 17 Dec 2024
PathletRL++: Optimizing Trajectory Pathlet Extraction and Dictionary Formation via Reinforcement Learning Gian Alix Arian Haghparast Manos Papagelis 54 0 0 04 Dec 2024
UniFlow: A Foundation Model for Unified Urban Spatio-Temporal Flow Prediction Yuan Yuan Jingtao Ding Chonghua Han Depeng Jin Yong Li Yong Li AI4TS AI4CE 84 2 0 20 Nov 2024
Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting Wei Chen Yuxuan Liang AI4TS 28 0 0 16 Oct 2024
Graph Neural Alchemist: An innovative fully modular architecture for time series-to-graph classification Paulo Coelho Raul Araju Luís Ramos Samir Saliba Renato Vimieiro AI4TS 21 0 0 12 Oct 2024
From Incomplete Coarse-Grained to Complete Fine-Grained: A Two-Stage Framework for Spatiotemporal Data Reconstruction Ziyu Sun Haoyang Su E. Wang Funing Yang Yongjian Yang Wenbin Liu AI4TS DiffM 31 0 0 05 Oct 2024
AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting Tengfei Lyu Weijia Zhang Jinliang Deng Hao Liu AI4TS 22 0 0 25 Sep 2024
Non-stationary and Sparsely-correlated Multi-output Gaussian Process with Spike-and-Slab Prior Wang Xinming Li Yongxiang Yue Xiaowei Wu Jianguo 26 0 0 05 Sep 2024
Predicting travel demand of a bike sharing system using graph convolutional neural networks Ali Behroozi A. Edrisi GNN AI4TS 22 0 0 18 Aug 2024
Treat Stillness with Movement: Remote Sensing Change Detection via Coarse-grained Temporal Foregrounds Mining Xixi Wang Zitian Wang Jingtao Jiang Lan Chen Xiao Wang Bo Jiang VGen 27 0 0 15 Aug 2024
A Differential Smoothness-based Compact-Dynamic Graph Convolutional Network for Spatiotemporal Signal Recovery Pengcheng Gao Zicheng Gao Ye Yuan 17 0 0 06 Aug 2024
Superior Scoring Rules for Probabilistic Evaluation of Single-Label Multi-Class Classification Tasks Rouhollah Ahmadian Mehdi Ghatee Johan Wahlström 23 2 0 25 Jul 2024
Intelligent Cross-Organizational Process Mining: A Survey and New Perspectives Yiyuan Yang Zheshun Wu Yong Chu Zhenghua Chen Zenglin Xu Qingsong Wen 27 0 0 15 Jul 2024
Spatial-Temporal Attention Model for Traffic State Estimation with Sparse Internet of Vehicles Jianzhe Xue Dongcheng Yuan Yu Sun Tianqi Zhang Wenchao Xu Haibo Zhou Xuemin Shen 32 1 0 10 Jul 2024
Spatial-Temporal Generative AI for Traffic Flow Estimation with Sparse Data of Connected Vehicles Jianzhe Xue Yunting Xu Dongcheng Yuan Caoyi Zha Hongyang Du Haibo Zhou Dusit Niyato 29 0 0 10 Jul 2024
STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning Wei Shao Yufan Kang Ziyan Peng Xiao Xiao Lei Wang Yuhui Yang Flora D Salim 45 0 0 06 Jun 2024
U-KAN Makes Strong Backbone for Medical Image Segmentation and Generation Chenxin Li Xinyu Liu W. J. Li Cheng Wang Hengyu Liu Yifan Liu Zhen Chen Yixuan Yuan MedIm DiffM SSeg 46 116 0 05 Jun 2024
PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection Ronghui Xu Hao Miao Senzhang Wang Philip S. Yu Jianxin Wang AI4TS 50 12 0 04 Jun 2024
On Vessel Location Forecasting and the Effect of Federated Learning A. Tritsarolis N. Pelekis K. Bereta D. Zissis Y. Theodoridis FedML 27 2 0 30 May 2024
CityGPT: Towards Urban IoT Learning, Analysis and Interaction with Multi-Agent System Qinghua Guan Jinhui Ouyang Di Wu Weiren Yu LLMAG AI4CE 32 1 0 23 May 2024
Score-CDM: Score-Weighted Convolutional Diffusion Model for Multivariate Time Series Imputation Shunyang Zhang Senzhang Wang Hao Miao Hao Chen Changjun Fan Jian Zhang 46 2 0 21 May 2024
Review of deep learning models for crypto price prediction: implementation and evaluation Jingyang Wu Xinyi Zhang Fangyixuan Huang Haochen Zhou Rohtiash Chandra 37 3 0 19 May 2024
A Survey of Generative Techniques for Spatial-Temporal Data Mining Qianru Zhang Haixin Wang Cheng Long Liangcai Su Xingwei He ... Tailin Wu Hongzhi Yin S. Yiu Qi Tian Christian S. Jensen AI4TS 52 7 0 15 May 2024
HRNet: Differentially Private Hierarchical and Multi-Resolution Network for Human Mobility Data Synthesization Shun Takagi Li Xiong Fumiyuki Kato Yang Cao Masatoshi Yoshikawa 3DH 41 2 0 13 May 2024
Deep Multi-View Channel-Wise Spatio-Temporal Network for Traffic Flow Prediction Hao Miao Senzhang Wang Meiyue Zhang Diansheng Guo Funing Sun Fan Yang 47 1 0 23 Apr 2024
A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Hao Miao Yan Zhao Chenjuan Guo Bin Yang Kai Zheng Feiteng Huang Jiandong Xie Christian S. Jensen AI4TS CLL 42 30 0 23 Apr 2024
Efflex: Efficient and Flexible Pipeline for Spatio-Temporal Trajectory Graph Modeling and Representation Learning Ming Cheng Ziyi Zhou Bowen Zhang Ziyu Wang Jiaqi Gan Ziang Ren Weiqi Feng Yi Lyu Hefan Zhang Xingjian Diao 33 7 0 15 Apr 2024
Predicting Traffic Congestion at Urban Intersections Using Data-Driven Modeling Tara Kelly Jessica Gupta 16 0 0 12 Apr 2024
Towards Responsible and Reliable Traffic Flow Prediction with Large Language Models Xusen Guo Qiming Zhang Junyue Jiang Mingxing Peng Hao Hao Yang Meixin Zhu AI4TS 30 8 0 03 Apr 2024
Continual Learning for Smart City: A Survey Li Yang Zhipeng Luo Shi-sheng Zhang Fei Teng Tian-Jie Li HAI 30 8 0 01 Apr 2024
MTLight: Efficient Multi-Task Reinforcement Learning for Traffic Signal Control Liwen Zhu Peixi Peng Zongqing Lu Yonghong Tian 19 2 0 01 Apr 2024
Deep Learning for Trajectory Data Management and Mining: A Survey and Beyond Wei Chen Yuxuan Liang Yuanshao Zhu Yanchuan Chang Kang Luo ... Chao Chen Kai Zheng Yunjun Gao Xiaofang Zhou Yu Zheng 63 22 0 21 Mar 2024
Predictive Clustering of Vessel Behavior Based on Hierarchical Trajectory Representation Rui Zhang Hanyue Wu Zhenzhong Yin Zhu Xiao Yong Xiong Kezhong Liu 18 1 0 13 Mar 2024
A Unified Model for Spatio-Temporal Prediction Queries with Arbitrary Modifiable Areal Units Liyue Chen Jiangyi Fang Tengfei Liu Shaosheng Cao Leye Wang 29 2 0 10 Mar 2024
ComS2T: A complementary spatiotemporal learning system for data-adaptive model evolution Zhen-Qiang Zhou Qihe Huang Binwu Wang Jianpeng Hou Kuo Yang Yuxuan Liang Yang Wang AI4TS 30 2 0 04 Mar 2024
Spatio-Temporal Field Neural Networks for Air Quality Inference Yutong Feng Qiongyan Wang Yutong Xia Junlin Huang Siru Zhong Yuxuan Liang 32 0 0 02 Mar 2024
A Survey of Route Recommendations: Methods, Applications, and Opportunities Shi-sheng Zhang Zhipeng Luo Li Yang Fei Teng Tian-Jie Li AI4TS HAI 18 11 0 01 Mar 2024
Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook Xingchen Zou Yibo Yan Xixuan Hao Yuehong Hu Haomin Wen ... Junbo Zhang Yong Li Tianrui Li Yu Zheng Yuxuan Liang HAI AI4TS 47 35 0 29 Feb 2024
Spatiotemporal Observer Design for Predictive Learning of High-Dimensional Data Tongyi Liang Han-Xiong Li AI4TS 25 0 0 23 Feb 2024
Graph-based Virtual Sensing from Sparse and Partial Multivariate Observations G. Felice Andrea Cini Daniele Zambon Vladimir V. Gusev C. Alippi 34 6 0 19 Feb 2024
UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction Yuan Yuan Jingtao Ding J. Feng Depeng Jin Yong Li AI4TS 29 50 0 19 Feb 2024
Modeling Spatio-temporal Dynamical Systems with Neural Discrete Learning and Levels-of-Experts Kun Wang Hao Wu Guibin Zhang Junfeng Fang Yuxuan Liang Yuankai Wu Roger Zimmermann Yang Wang 24 8 0 06 Feb 2024
MobilityDL: A Review of Deep Learning From Trajectory Data Anita Graser Anahid N. Jalali Jasmin Lampert Axel Weissenfeld Krzysztof Janowicz 22 7 0 01 Feb 2024
A Hierarchical Framework with Spatio-Temporal Consistency Learning for Emergence Detection in Complex Adaptive Systems Siyuan Chen Xin Du Jiahai Wang 49 0 0 18 Jan 2024
Entropy Causal Graphs for Multivariate Time Series Anomaly Detection F. Febrinanto Kristen Moore Chandra Thapa Mujie Liu Vidya Saikrishna Jiangang Ma Feng Xia CML 25 2 0 15 Dec 2023