Yu Zheng

Affiliations:
  • JD Intelligent Cities Research, Beijing, China
  • Southwest Jiaotong University, School of Information Science and Technology, Chengdu, China
  • Xidian University, School of Computer Science and Technology, Xi'an, China
  • Chinese Academy of Sciences, Shenzhen Institutes of Advanced Technology, China


According to our database1, Yu Zheng authored at least 248 papers between 2007 and 2024.

Collaborative distances:

Timeline

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Bibliography

2024
Dual-track spatio-temporal learning for urban flow prediction with adaptive normalization.
Artif. Intell., March, 2024

Coupling Makes Better: An Intertwined Neural Network for Taxi and Ridesourcing Demand Co-Prediction.
IEEE Trans. Intell. Transp. Syst., February, 2024

DelvMap: Completing Residential Roads in Maps Based on Couriers' Trajectories and Satellite Imagery.
IEEE Trans. Geosci. Remote. Sens., 2024

2023
Mixed-Order Relation-Aware Recurrent Neural Networks for Spatio-Temporal Forecasting.
IEEE Trans. Knowl. Data Eng., September, 2023

Forecasting Fine-Grained Urban Flows Via Spatio-Temporal Contrastive Self-Supervision.
IEEE Trans. Knowl. Data Eng., August, 2023

Shortening Passengers' Travel Time: A Dynamic Metro Train Scheduling Approach Using Deep Reinforcement Learning.
IEEE Trans. Knowl. Data Eng., May, 2023

CSCAD: Correlation Structure-Based Collective Anomaly Detection in Complex System.
IEEE Trans. Knowl. Data Eng., May, 2023

AutoSTG<sup>+</sup>: An automatic framework to discover the optimal network for spatio-temporal graph prediction.
Artif. Intell., May, 2023

Crowd-Sensing Enhanced Parking Patrol Using Sharing Bikes' Trajectories.
IEEE Trans. Knowl. Data Eng., April, 2023

Neural Clustering and Ranking Approach for Gas-Theft Suspect Detection.
Hum. Centric Intell. Syst., April, 2023

Social Relationship Link Inference Based on Graph Convolutional Networks.
Hum. Centric Intell. Syst., February, 2023

Filling Delivery Time Automatically Based on Couriers' Trajectories.
IEEE Trans. Knowl. Data Eng., 2023

TrajMesa: A Distributed NoSQL-Based Trajectory Data Management System.
IEEE Trans. Knowl. Data Eng., 2023

Missing Value Imputation for Multi-View Urban Statistical Data via Spatial Correlation Learning.
IEEE Trans. Knowl. Data Eng., 2023

Housing rental suggestion based on e-commerce data.
Knowl. Based Syst., 2023

FlexSSL : A Generic and Efficient Framework for Semi-Supervised Learning.
CoRR, 2023

Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey.
CoRR, 2023

The 12th International Workshop on Urban Computing.
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

SAInf: Stay Area Inference of Vehicles using Surveillance Camera Records.
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

Graph Neural Processes for Spatio-Temporal Extrapolation.
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

Fine-grained Urban Flow Inference with Unobservable Data via Space-Time Attraction Learning.
Proceedings of the IEEE International Conference on Data Mining, 2023

A Novel Approach for Company Real Workplace Identification via E-commercial Data.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Epidemic Amplifier Detection: Finding High-Risk Locations in COVID-19 Cases' Location Sequences via Multi-task Learning.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

AirFormer: Predicting Nationwide Air Quality in China with Transformers.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction.
Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022
Compass: Towards Better Causal Analysis of Urban Time Series.
IEEE Trans. Vis. Comput. Graph., 2022

Visual Cascade Analytics of Large-Scale Spatiotemporal Data.
IEEE Trans. Vis. Comput. Graph., 2022

Gas-Theft Suspect Detection Among Boiler Room Users: A Data-Driven Approach.
IEEE Trans. Knowl. Data Eng., 2022

Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks.
IEEE Trans. Knowl. Data Eng., 2022

Spatio-Temporal Meta Learning for Urban Traffic Prediction.
IEEE Trans. Knowl. Data Eng., 2022

Fine-Grained Urban Flow Inference.
IEEE Trans. Knowl. Data Eng., 2022

Online Spatio-Temporal Crowd Flow Distribution Prediction for Complex Metro System.
IEEE Trans. Knowl. Data Eng., 2022

Urban Anomaly Analytics: Description, Detection, and Prediction.
IEEE Trans. Big Data, 2022

Predicting Fine-Grained Air Quality Based on Deep Neural Networks.
IEEE Trans. Big Data, 2022

Predicting Urban Water Quality With Ubiquitous Data - A Data-Driven Approach.
IEEE Trans. Big Data, 2022

Federated Forest.
IEEE Trans. Big Data, 2022

A Cross-City Federated Transfer Learning Framework: A Case Study on Urban Region Profiling.
CoRR, 2022

Service Time Prediction for Delivery Tasks via Spatial Meta-Learning.
Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

The 11th International Workshop on Urban Computing.
Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

Precision CityShield Against Hazardous Chemicals Threats via Location Mining and Self-Supervised Learning.
Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

Efficient Spatio-Temporal Randomly Wired Neural Networks for Traffic Forecasting.
Proceedings of the IEEE International Conference on Data Mining Workshops, 2022

Discovering Actual Delivery Locations from Mis-Annotated Couriers' Trajectories.
Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

Detecting Loaded Trajectories for Hazardous Chemicals Transportation.
Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

TraSS: Efficient Trajectory Similarity Search Based on Key-Value Data Stores.
Proceedings of the 38th IEEE International Conference on Data Engineering, 2022

When do contrastive learning signals help spatio-temporal graph forecasting?
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

Multi-memory Enhanced Separation Network for Indoor Temperature Prediction.
Proceedings of the Database Systems for Advanced Applications, 2022

TrajFormer: Efficient Trajectory Classification with Transformers.
Proceedings of the 31st ACM International Conference on Information & Knowledge Management, 2022

DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning.
Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021
Towards Better Bus Networks: A Visual Analytics Approach.
IEEE Trans. Vis. Comput. Graph., 2021

Spatiotemporal Representation Learning for Driving Behavior Analysis: A Joint Perspective of Peer and Temporal Dependencies.
IEEE Trans. Knowl. Data Eng., 2021

Mining Spatio-Temporal Reachable Regions With Multiple Sources over Massive Trajectory Data.
IEEE Trans. Knowl. Data Eng., 2021

Towards Better Detection and Analysis of Massive Spatiotemporal Co-Occurrence Patterns.
IEEE Trans. Intell. Transp. Syst., 2021

Pareto-Optimal Transit Route Planning With Multi-Objective Monte-Carlo Tree Search.
IEEE Trans. Intell. Transp. Syst., 2021

Safeness-Based Community Penetration.
IEEE Trans. Circuits Syst. II Express Briefs, 2021

Smart home: Keeping privacy based on Air-Padding.
IET Inf. Secur., 2021

Federated Digital Gateway: Methodologies, Tools, and Applications.
IEEE Intell. Syst., 2021

Spatio-Temporal Graph Contrastive Learning.
CoRR, 2021

DeepThermal: Combustion Optimization for Thermal Power Generating Units Using Offline Reinforcement Learning.
CoRR, 2021

AutoSTG: Neural Architecture Search for Predictions of Spatio-Temporal Graph✱.
Proceedings of the WWW '21: The Web Conference 2021, 2021

Fine-Grained Urban Flow Prediction.
Proceedings of the WWW '21: The Web Conference 2021, 2021

MTrajRec: Map-Constrained Trajectory Recovery via Seq2Seq Multi-task Learning.
Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

Network-Wide Traffic States Imputation Using Self-interested Coalitional Learning.
Proceedings of the KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2021

ShadowDGA: Toward Evading DGA Detectors with GANs.
Proceedings of the 30th International Conference on Computer Communications and Networks, 2021

ICFinder: A Ubiquitous Approach to Detecting Illegal Hazardous Chemical Facilities with Truck Trajectories.
Proceedings of the SIGSPATIAL '21: 29th International Conference on Advances in Geographic Information Systems, 2021

Distributed Spatio-Temporal k Nearest Neighbors Join.
Proceedings of the SIGSPATIAL '21: 29th International Conference on Advances in Geographic Information Systems, 2021

SALON: A Universal Stay Point-Based Location Analysis Platform.
Proceedings of the SIGSPATIAL '21: 29th International Conference on Advances in Geographic Information Systems, 2021

JUST-Traj: A Distributed and Holistic Trajectory Data Management System.
Proceedings of the SIGSPATIAL '21: 29th International Conference on Advances in Geographic Information Systems, 2021

POI Alias Discovery in Delivery Addresses using User Locations.
Proceedings of the SIGSPATIAL '21: 29th International Conference on Advances in Geographic Information Systems, 2021

Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network.
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

Robust Spatio-Temporal Purchase Prediction via Deep Meta Learning.
Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020
AirVis: Visual Analytics of Air Pollution Propagation.
IEEE Trans. Vis. Comput. Graph., 2020

Flow Prediction in Spatio-Temporal Networks Based on Multitask Deep Learning.
IEEE Trans. Knowl. Data Eng., 2020

Citywide Bike Usage Prediction in a Bike-Sharing System.
IEEE Trans. Knowl. Data Eng., 2020

Real-Time Ambulance Redeployment: A Data-Driven Approach.
IEEE Trans. Knowl. Data Eng., 2020

Interactive Bike Lane Planning Using Sharing Bikes' Trajectories.
IEEE Trans. Knowl. Data Eng., 2020

Efficient Path Query Processing Over Massive Trajectories on the Cloud.
IEEE Trans. Big Data, 2020

Spatio-temporal feature fusion for dynamic taxi route recommendation via deep reinforcement learning.
Knowl. Based Syst., 2020

Predicting and ranking box office revenue of movies based on big data.
Inf. Fusion, 2020

Dynamic Public Resource Allocation Based on Human Mobility Prediction.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2020

Achieving secure and convenient WLAN sharing in personal.
IET Inf. Secur., 2020

ReAD: A Regional Anomaly Detection Framework Based on Dynamic Partition.
CoRR, 2020

Efficient Suspected Infected Crowds Detection Based on Spatio-Temporal Trajectories.
CoRR, 2020

Revisiting Convolutional Neural Networks for Urban Flow Analytics.
CoRR, 2020

Federated Extra-Trees with Privacy Preserving.
CoRR, 2020

Food package suggestion system based on multi-objective optimization: A case study on a real-world restaurant.
Appl. Soft Comput., 2020

What is the Human Mobility in a New City: Transfer Mobility Knowledge Across Cities.
Proceedings of the WWW '20: The Web Conference 2020, Taipei, Taiwan, April 20-24, 2020, 2020

Revisiting Convolutional Neural Networks for Citywide Crowd Flow Analytics.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2020

Doing in One Go: Delivery Time Inference Based on Couriers' Trajectories.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

AutoST: Efficient Neural Architecture Search for Spatio-Temporal Prediction.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

TrajMesa: A Distributed NoSQL Storage Engine for Big Trajectory Data.
Proceedings of the 36th IEEE International Conference on Data Engineering, 2020

JUST: JD Urban Spatio-Temporal Data Engine.
Proceedings of the 36th IEEE International Conference on Data Engineering, 2020

A Preliminary Analysis of Password Guessing Algorithm.
Proceedings of the 29th International Conference on Computer Communications and Networks, 2020

Is Reinforcement Learning the Choice of Human Learners?: A Case Study of Taxi Drivers.
Proceedings of the SIGSPATIAL '20: 28th International Conference on Advances in Geographic Information Systems, 2020

Discovering Real-Time Reachable Area Using Trajectory Connections.
Proceedings of the Database Systems for Advanced Applications, 2020

You Are How You Use: Catching Gas Theft Suspects among Diverse Restaurant Users.
Proceedings of the CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, 2020

Cooperative Multi-Agent Reinforcement Learning in Express System.
Proceedings of the CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, 2020

Learning to Generate Maps from Trajectories.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Fingerprint Protected Password Authentication Protocol.
Secur. Commun. Networks, 2019

Moving Objects with Transportation Modes: A Survey.
J. Comput. Sci. Technol., 2019

CityGuard: Citywide Fire Risk Forecasting Using A Machine Learning Approach.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2019

A Deep Reinforcement Learning-Enabled Dynamic Redeployment System for Mobile Ambulances.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2019

Reward Advancement: Transforming Policy under Maximum Causal Entropy Principle.
CoRR, 2019

Federated Forest.
CoRR, 2019

Predicting Citywide Crowd Flows in Irregular Regions Using Multi-View Graph Convolutional Networks.
CoRR, 2019

Synergistic Effect of i-C<sub>3</sub>F<sub>7</sub>CN/CO<sub>2</sub> and i-C<sub>3</sub>F<sub>7</sub>CN/N<sub>2</sub> Mixtures.
IEEE Access, 2019

Alleviating Users' Pain of Waiting: Effective Task Grouping for Online-to-Offline Food Delivery Services.
Proceedings of the World Wide Web Conference, 2019

Unifying Inter-region Autocorrelation and Intra-region Structures for Spatial Embedding via Collective Adversarial Learning.
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Deep Uncertainty Quantification: A Machine Learning Approach for Weather Forecasting.
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning.
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

TrajGuard: A Comprehensive Trajectory Copyright Protection Scheme.
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

UrbanFM: Inferring Fine-Grained Urban Flows.
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

Efficient and Effective Express via Contextual Cooperative Reinforcement Learning.
Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2019

CityTraffic: Modeling Citywide Traffic via Neural Memorization and Generalization Approach.
Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019

Matrix Factorization for Spatio-Temporal Neural Networks with Applications to Urban Flow Prediction.
Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019

2018
Location-Based Recommendation.
Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

pg-Causality: Identifying Spatiotemporal Causal Pathways for Air Pollutants with Urban Big Data.
IEEE Trans. Big Data, 2018

Mining the Most Influential k-Location Set from Massive Trajectories.
IEEE Trans. Big Data, 2018

Detecting Urban Anomalies Using Multiple Spatio-Temporal Data Sources.
Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018

HyperST-Net: Hypernetworks for Spatio-Temporal Forecasting.
CoRR, 2018

Predicting citywide crowd flows using deep spatio-temporal residual networks.
Artif. Intell., 2018

Deep Distributed Fusion Network for Air Quality Prediction.
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

You Are How You Drive: Peer and Temporal-Aware Representation Learning for Driving Behavior Analysis.
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

Dynamic Bike Reposition: A Spatio-Temporal Reinforcement Learning Approach.
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

Detecting Vehicle Illegal Parking Events using Sharing Bikes' Trajectories.
Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018

GeoMAN: Multi-level Attention Networks for Geo-sensory Time Series Prediction.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

Human-Centric Urban Transit Evaluation and Planning.
Proceedings of the IEEE International Conference on Data Mining, 2018

CloudTP: A Cloud-Based Flexible Trajectory Preprocessing Framework.
Proceedings of the 34th IEEE International Conference on Data Engineering, 2018

Exploiting Ranking Consistency Principle in Representation Learning for Location Promotion.
Proceedings of the Database Systems for Advanced Applications, 2018

DeepCrime: Attentive Hierarchical Recurrent Networks for Crime Prediction.
Proceedings of the 27th ACM International Conference on Information and Knowledge Management, 2018

Network-wide Crowd Flow Prediction of Sydney Trains via Customized Online Non-negative Matrix Factorization.
Proceedings of the 27th ACM International Conference on Information and Knowledge Management, 2018

HomeFinder Revisited: Finding Ideal Homes with Reachability-Centric Multi-Criteria Decision Making.
Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems, 2018

When Will You Arrive? Estimating Travel Time Based on Deep Neural Networks.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017
Location-Based Recommendation Systems.
Proceedings of the Encyclopedia of GIS., 2017

SmartAdP: Visual Analytics of Large-scale Taxi Trajectories for Selecting Billboard Locations.
IEEE Trans. Vis. Comput. Graph., 2017

Citywide Traffic Volume Estimation Using Trajectory Data.
IEEE Trans. Knowl. Data Eng., 2017

Guest Editorial: Urban Computing.
IEEE Trans. Big Data, 2017

Urban computing: enabling urban intelligence with big data.
Frontiers Comput. Sci., 2017

Regions, Periods, Activities: Uncovering Urban Dynamics via Cross-Modal Representation Learning.
Proceedings of the 26th International Conference on World Wide Web, 2017

Planning Bike Lanes based on Sharing-Bikes' Trajectories.
Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

Mining Spatio-Temporal Reachable Regions over Massive Trajectory Data.
Proceedings of the 33rd IEEE International Conference on Data Engineering, 2017

City-wide Traffic Volume Inference with Loop Detector Data and Taxi Trajectories.
Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2017

Inferring Traffic Cascading Patterns.
Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2017

A Cloud-Based Trajectory Data Management System.
Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2017

Querying Massive Trajectories by Path on the Cloud.
Proceedings of the 25th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2017

Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction.
Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016
Effective and Efficient: Large-Scale Dynamic City Express.
IEEE Trans. Knowl. Data Eng., 2016

Modeling of Geographic Dependencies for Real Estate Ranking.
ACM Trans. Knowl. Discov. Data, 2016

p-Causality: Identifying Spatiotemporal Causal Pathways for Air Pollutants with Urban Big Data.
CoRR, 2016

Predicting Urban Water Quality with Ubiquitous Data.
CoRR, 2016

GeoBurst: Real-Time Local Event Detection in Geo-Tagged Tweet Streams.
Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, 2016

Transfer Knowledge between Cities.
Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2016

A Gaussian Bayesian model to identify spatio-temporal causalities for air pollution based on urban big data.
Proceedings of the IEEE Conference on Computer Communications Workshops, 2016

ST-MVL: Filling Missing Values in Geo-Sensory Time Series Data.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Urban Water Quality Prediction Based on Multi-Task Multi-View Learning.
Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, 2016

Urban sensing based on human mobility.
Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2016

DNN-based prediction model for spatio-temporal data.
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

Mining the most influential <i>k</i>-location set from massive trajectories.
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

FCCF: forecasting citywide crowd flows based on big data.
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

Managing massive trajectories on the cloud.
Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

2015
Discovering Urban Functional ZonesUsing Latent Activity Trajectories.
IEEE Trans. Knowl. Data Eng., 2015

Real-Time City-Scale Taxi Ridesharing.
IEEE Trans. Knowl. Data Eng., 2015

Trajectory Data Mining: An Overview.
ACM Trans. Intell. Syst. Technol., 2015

Sensing the Pulse of Urban Refueling Behavior: A Perspective from Taxi Mobility.
ACM Trans. Intell. Syst. Technol., 2015

Methodologies for Cross-Domain Data Fusion: An Overview.
IEEE Trans. Big Data, 2015

The TM-RTree: an index on generic moving objects for range queries.
GeoInformatica, 2015

Recommendations in location-based social networks: a survey.
GeoInformatica, 2015

Guest Editorial: Data Management and Analysis in Location-Based Social Networks.
Distributed Parallel Databases, 2015

Forecasting Fine-Grained Air Quality Based on Big Data.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Assembler: Efficient Discovery of Spatial Co-evolving Patterns in Massive Geo-sensory Data.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Inferring Air Quality for Station Location Recommendation Based on Urban Big Data.
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Detecting collective anomalies from multiple spatio-temporal datasets across different domains.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

Traffic prediction in a bike-sharing system.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

Location selection for ambulance stations: a data-driven approach.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

Detecting urban black holes based on human mobility data.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

K-Nearest Neighbor Temporal Aggregate Queries.
Proceedings of the 18th International Conference on Extending Database Technology, 2015

ORec: An Opinion-Based Point-of-Interest Recommendation Framework.
Proceedings of the 24th ACM International Conference on Information and Knowledge Management, 2015

Mining Popular Routes from Social Media.
Proceedings of the Multimedia Data Mining and Analytics - Disruptive Innovation, 2015

2014
Online Discovery of Gathering Patterns over Trajectories.
IEEE Trans. Knowl. Data Eng., 2014

Urban Computing: Concepts, Methodologies, and Applications.
ACM Trans. Intell. Syst. Technol., 2014

Introduction to the Special Section on Urban Computing.
ACM Trans. Intell. Syst. Technol., 2014

PRESS: A Novel Framework of Trajectory Compression in Road Networks.
Proc. VLDB Endow., 2014

Inferring social ties between users with human location history.
J. Ambient Intell. Humaniz. Comput., 2014

Investigating How User's Activities in Both Virtual and Physical World Impact Each Other Leveraging LBSN Data.
Int. J. Distributed Sens. Networks, 2014

Travel time estimation of a path using sparse trajectories.
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Inferring gas consumption and pollution emission of vehicles throughout a city.
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Exploiting geographic dependencies for real estate appraisal: a mutual perspective of ranking and clustering.
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Sparse Real Estate Ranking with Online User Reviews and Offline Moving Behaviors.
Proceedings of the 2014 IEEE International Conference on Data Mining, 2014

Diagnosing New York city's noises with ubiquitous data.
Proceedings of the 2014 ACM Conference on Ubiquitous Computing, UbiComp '14, Seattle, WA, 2014

A noise map of New York city.
Proceedings of the 2014 ACM Conference on Ubiquitous Computing, 2014

Indoor air quality monitoring system for smart buildings.
Proceedings of the 2014 ACM Conference on Ubiquitous Computing, UbiComp '14, Seattle, WA, 2014

2013
T-Finder: A Recommender System for Finding Passengers and Vacant Taxis.
IEEE Trans. Knowl. Data Eng., 2013

T-Drive: Enhancing Driving Directions with Taxi Drivers' Intelligence.
IEEE Trans. Knowl. Data Eng., 2013

A framework of traveling companion discovery on trajectory data streams.
ACM Trans. Intell. Syst. Technol., 2013

DesTeller: A System for Destination Prediction Based on Trajectories with Privacy Protection.
Proc. VLDB Endow., 2013

On detection of emerging anomalous traffic patterns using GPS data.
Data Knowl. Eng., 2013

U-Air: when urban air quality inference meets big data.
Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2013

On discovery of gathering patterns from trajectories.
Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

Destination prediction by sub-trajectory synthesis and privacy protection against such prediction.
Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

T-share: A large-scale dynamic taxi ridesharing service.
Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

Sensing the pulse of urban refueling behavior.
Proceedings of the 2013 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2013

Crowd sensing of traffic anomalies based on human mobility and social media.
Proceedings of the 21st SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2013

2012
Social itinerary recommendation from user-generated digital trails.
Pers. Ubiquitous Comput., 2012

Inferring Taxi Status Using GPS Trajectories
CoRR, 2012

Towards mobile intelligence: Learning from GPS history data for collaborative recommendation.
Artif. Intell., 2012

Discovering regions of different functions in a city using human mobility and POIs.
Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012

Constructing popular routes from uncertain trajectories.
Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2012

Inferring the Root Cause in Road Traffic Anomalies.
Proceedings of the 12th IEEE International Conference on Data Mining, 2012

Reducing Uncertainty of Low-Sampling-Rate Trajectories.
Proceedings of the IEEE 28th International Conference on Data Engineering (ICDE 2012), 2012

On Discovery of Traveling Companions from Streaming Trajectories.
Proceedings of the IEEE 28th International Conference on Data Engineering (ICDE 2012), 2012

The preface of the 4<sup>th</sup> International Workshop on Location-Based Social Networks.
Proceedings of the 2012 ACM Conference on Ubiquitous Computing, 2012

Location-based and preference-aware recommendation using sparse geo-social networking data.
Proceedings of the SIGSPATIAL 2012 International Conference on Advances in Geographic Information Systems (formerly known as GIS), 2012

2011
Recommending friends and locations based on individual location history.
ACM Trans. Web, 2011

Learning travel recommendations from user-generated GPS traces.
ACM Trans. Intell. Syst. Technol., 2011

A conversation with MSRA researchers.
SIGKDD Explor., 2011

Retrieving k-Nearest Neighboring Trajectories by a Set of Point Locations.
Proceedings of the Advances in Spatial and Temporal Databases, 2011

Driving with knowledge from the physical world.
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Discovering spatio-temporal causal interactions in traffic data streams.
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

Route Discovery from Mining Uncertain Trajectories.
Proceedings of the Data Mining Workshops (ICDMW), 2011

Urban computing with taxicabs.
Proceedings of the UbiComp 2011: Ubiquitous Computing, 13th International Conference, 2011

Where to find my next passenger.
Proceedings of the UbiComp 2011: Ubiquitous Computing, 13th International Conference, 2011

On Mining Anomalous Patterns in Road Traffic Streams.
Proceedings of the Advanced Data Mining and Applications - 7th International Conference, 2011

Location-Based Social Networks: Locations.
Proceedings of the Computing with Spatial Trajectories, 2011

2010
Understanding transportation modes based on GPS data for web applications.
ACM Trans. Web, 2010

GeoLife: A Collaborative Social Networking Service among User, Location and Trajectory.
IEEE Data Eng. Bull., 2010

Collaborative location and activity recommendations with GPS history data.
Proceedings of the 19th International Conference on World Wide Web, 2010

Smart Itinerary Recommendation Based on User-Generated GPS Trajectories.
Proceedings of the Ubiquitous Intelligence and Computing - 7th International Conference, 2010

Drive Smartly as a Taxi Driver.
Proceedings of the Symposia and Workshops on Ubiquitous, 2010

Searching trajectories by locations: an efficiency study.
Proceedings of the ACM SIGMOD International Conference on Management of Data, 2010

Learning Location Correlation from GPS Trajectories.
Proceedings of the Eleventh International Conference on Mobile Data Management, 2010

An Interactive-Voting Based Map Matching Algorithm.
Proceedings of the Eleventh International Conference on Mobile Data Management, 2010

Detecting nearly duplicated records in location datasets.
Proceedings of the 18th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2010

T-drive: driving directions based on taxi trajectories.
Proceedings of the 18th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2010

Finding similar users using category-based location history.
Proceedings of the 18th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2010

Answering Top-<i>k</i> Similar Region Queries.
Proceedings of the Database Systems for Advanced Applications, 2010

Collaborative Filtering Meets Mobile Recommendation: A User-Centered Approach.
Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, 2010

2009
Mining interesting locations and travel sequences from GPS trajectories.
Proceedings of the 18th International Conference on World Wide Web, 2009

GeoLife2.0: A Location-Based Social Networking Service.
Proceedings of the MDM 2009, 2009

Mining Individual Life Pattern Based on Location History.
Proceedings of the MDM 2009, 2009

Joint learning user's activities and profiles from GPS data.
Proceedings of the 2009 International Workshop on Location Based Social Networks, 2009

Mining correlation between locations using human location history.
Proceedings of the 17th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2009

Map-matching for low-sampling-rate GPS trajectories.
Proceedings of the 17th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2009

Trajectory simplification method for location-based social networking services.
Proceedings of the 2009 International Workshop on Location Based Social Networks, 2009

2008
Learning transportation mode from raw gps data for geographic applications on the web.
Proceedings of the 17th International Conference on World Wide Web, 2008

GeoLife: Managing and Understanding Your Past Life over Maps.
Proceedings of the 9th International Conference on Mobile Data Management (MDM 2008), 2008

A Flexible Spatio-Temporal Indexing Scheme for Large-Scale GPS Track Retrieval.
Proceedings of the 9th International Conference on Mobile Data Management (MDM 2008), 2008

Understanding mobility based on GPS data.
Proceedings of the UbiComp 2008: Ubiquitous Computing, 10th International Conference, 2008

Mining user similarity based on location history.
Proceedings of the 16th ACM SIGSPATIAL International Symposium on Advances in Geographic Information Systems, 2008

2007
Distributed Architecture for Large Scale Image-Based Search.
Proceedings of the 2007 IEEE International Conference on Multimedia and Expo, 2007


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