2025
AISFuser: Encoding Maritime Graphical Representations With Temporal Attribute Modeling for Vessel Trajectory Prediction.
IEEE Trans. Knowl. Data Eng., April, 2025
Heterogeneous Hyperbolic Hypergraph Neural Network for Friend Recommendation in Location-based Social Networks.
ACM Trans. Knowl. Discov. Data, April, 2025
Causality-Aware Next Location Prediction Framework based on Human Mobility Stratification.
CoRR, March, 2025
Emergency Management in Japan: Human Decision-Making Strategy Analysis During Large-Scale Earthquake.
Trans. GIS, February, 2025
Triply Laplacian Scale Mixture Modeling for Seismic Data Noise Suppression.
CoRR, February, 2025
Assessing the Spatial-Temporal Causal Impact of COVID-19-Related Policies on Epidemic Spread.
ACM Trans. Knowl. Discov. Data, January, 2025
CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events.
Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.1, 2025
2024
TrafPS: A shapley-based visual analytics approach to interpret traffic.
Comput. Vis. Media, December, 2024
Hyper-relational knowledge graph neural network for next POI recommendation.
World Wide Web (WWW), July, 2024
Forecasting Citywide Crowd Transition Process via Convolutional Recurrent Neural Networks.
IEEE Trans. Mob. Comput., May, 2024
A geometry-driven neural topic model for trip purpose inference.
GeoInformatica, April, 2024
FANNO: Augmenting High-Quality Instruction Data with Open-Sourced LLMs Only.
CoRR, 2024
PlanGPT: Enhancing Urban Planning with Tailored Language Model and Efficient Retrieval.
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CoRR, 2024
Taming the Long Tail in Human Mobility Prediction.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024
Long-Term Vessel Trajectory Imputation with Physics-Guided Diffusion Probabilistic Model.
Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024
HHGNN: Heterogeneous Hypergraph Neural Network for Traffic Agents Trajectory Prediction in Grouping Scenarios.
Proceedings of the IEEE International Conference on Robotics and Automation, 2024
2023
Multi-Task Weakly Supervised Learning for Origin-Destination Travel Time Estimation.
IEEE Trans. Knowl. Data Eng., November, 2023
EpiMob: Interactive Visual Analytics of Citywide Human Mobility Restrictions for Epidemic Control.
IEEE Trans. Vis. Comput. Graph., August, 2023
Domain Adversarial Graph Convolutional Network Based on RSSI and Crowdsensing for Indoor Localization.
IEEE Internet Things J., August, 2023
HMGCL: Heterogeneous multigraph contrastive learning for LBSN friend recommendation.
World Wide Web (WWW), July, 2023
ST-ExpertNet: A Deep Expert Framework for Traffic Prediction.
IEEE Trans. Knowl. Data Eng., July, 2023
Missing Road Condition Imputation Using a Multi-View Heterogeneous Graph Network From GPS Trajectory.
IEEE Trans. Intell. Transp. Syst., May, 2023
DeepCrowd: A Deep Model for Large-Scale Citywide Crowd Density and Flow Prediction.
IEEE Trans. Knowl. Data Eng., 2023
Discovering Key Sub-Trajectories to Explain Traffic Prediction.
Sensors, 2023
Enhancing Trajectory Recovery From Gradients via Mobility Prior Knowledge.
IEEE Internet Things J., 2023
A Survey on Data-driven COVID-19 and Future Pandemic Management.
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ACM Comput. Surv., 2023
Hyper-Relational Knowledge Graph Neural Network for Next POI.
CoRR, 2023
Metapopulation Graph Neural Networks: Deep Metapopulation Epidemic Modeling with Human Mobility.
CoRR, 2023
Multitask Weakly Supervised Learning for Origin Destination Travel Time Estimation.
CoRR, 2023
Metropolitan-scale Mobility Digital Twin.
Proceedings of the Sixteenth ACM International Conference on Web Search and Data Mining, 2023
Towards an Event-Aware Urban Mobility Prediction System.
Proceedings of the Sixteenth ACM International Conference on Web Search and Data Mining, 2023
Graph Encoding based Hybrid Vision Transformer for Automatic Road Network Extraction.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Hybrid Feature Embedding for Automatic Building Outline Extraction.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023
Conditional Matching GAN Guided Reconstruction Attack in Machine Unlearning.
Proceedings of the IEEE Global Communications Conference, 2023
Assessing the Continuous Causal Responses of Typhoon-related Weather on Human Mobility: An Empirical Study in Japan.
Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023
Easy Begun Is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023
2022
Predicting Citywide Crowd Dynamics at Big Events: A Deep Learning System.
ACM Trans. Intell. Syst. Technol., 2022
GOF-TTE: Generative Online Federated Learning Framework for Travel Time Estimation.
IEEE Internet Things J., 2022
Will you go where you search? A deep learning framework for estimating user search-and-go behavior.
Neurocomputing, 2022
TrafPS: A Visual Analysis System Interpreting Traffic Prediction in Shapley.
CoRR, 2022
Generative Personalized Federated Learning Framework for Travel Time Estimation.
Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 2022
Route to Time and Time to Route: Travel Time Estimation from Sparse Trajectories.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022
MepoGNN: Metapopulation Epidemic Forecasting with Graph Neural Networks.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2022
Cross-Scale Attention-based Tree Crown Detection via UAV imagery.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022
DeepCrowd: A Deep Model for Large-Scale Citywide Crowd Density and Flow Prediction (Extended abstract).
Proceedings of the 38th IEEE International Conference on Data Engineering, 2022
Personalized individual trajectory prediction via meta-learning.
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022
Online trajectory prediction for metropolitan scale mobility digital twin.
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022
Exploring intercity regional similarity using worldwide location-based social network data (demo paper).
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022
Heterogeneous Hypergraph Neural Network for Friend Recommendation with Human Mobility.
Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022
Yahoo! Bousai Crowd Data: A Large-Scale Crowd Density and Flow Dataset in Tokyo and Osaka.
Proceedings of the IEEE International Conference on Big Data, 2022
2021
The Pulse of Urban Transport: Exploring the Co-evolving Pattern for Spatio-temporal Forecasting.
ACM Trans. Knowl. Discov. Data, 2021
Transfer Urban Human Mobility via POI Embedding over Multiple Cities.
Trans. Data Sci., 2021
FedVoting: A Cross-Silo Boosting Tree Construction Method for Privacy-Preserving Long-Term Human Mobility Prediction.
Sensors, 2021
Countrywide Origin-Destination Matrix Prediction and Its Application for COVID-19.
Proceedings of the Machine Learning and Knowledge Discovery in Databases. Applied Data Science Track, 2021
Spatio-Temporal-Categorical Graph Neural Networks for Fine-Grained Multi-Incident Co-Prediction.
Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021
2020
Human mobility based individual-level epidemic simulation platform.
ACM SIGSPATIAL Special, 2020
Trajectory fingerprint: one-shot human trajectory identification using Siamese network.
CCF Trans. Pervasive Comput. Interact., 2020
DualSIN: Dual Sequential Interaction Network for Human Intentional Mobility Prediction.
Proceedings of the SIGSPATIAL '20: 28th International Conference on Advances in Geographic Information Systems, 2020
Multimodal Interaction-Aware Trajectory Prediction in Crowded Space.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020
2019
Decentralized Attention-based Personalized Human Mobility Prediction.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2019
VLUC: An Empirical Benchmark for Video-Like Urban Computing on Citywide Crowd and Traffic Prediction.
CoRR, 2019
A Variational Autoencoder Based Generative Model of Urban Human Mobility.
Proceedings of the 2nd IEEE Conference on Multimedia Information Processing and Retrieval, 2019
Deep Multiple Instance Learning for Human Trajectory Identification.
Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2019
2018
Deep ROI-Based Modeling for Urban Human Mobility Prediction.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018
Online Deep Ensemble Learning for Predicting Citywide Human Mobility.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018
DeepRailway: A Deep Learning System for Forecasting Railway Traffic.
Proceedings of the IEEE 1st Conference on Multimedia Information Processing and Retrieval, 2018
A Context-Aware Nonnegative Matrix Factorization Framework for Traffic Accident Risk Estimation via Heterogeneous Data.
Proceedings of the IEEE 1st Conference on Multimedia Information Processing and Retrieval, 2018
DeepUrbanMomentum: An Online Deep-Learning System for Short-Term Urban Mobility Prediction.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018
2017
Outbound behavior analysis through social network data: A case study of Chinese people in Japan.
Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017
2016
Comparative Perspective of Human Behavior Patterns to Uncover Ownership Bias among Mobile Phone Users.
ISPRS Int. J. Geo Inf., 2016
A Collaborative Filtering Approach to Citywide Human Mobility Completion from Sparse Call Records.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016
CityCoupling: bridging intercity human mobility.
Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2016
2015
CityMomentum: an online approach for crowd behavior prediction at a citywide level.
Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2015
2014
CitySpectrum: a non-negative tensor factorization approach.
Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2014
2012
Monocular Pedestrian Tracking from a Moving Vehicle.
Proceedings of the Computer Vision - ACCV 2012 Workshops, 2012