Trajectory Data Mining: An Overview
Yu Zheng
ACM Transaction on Intelligent Systems and Technology | September 2015
Publications
Publications by Year
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PRESS: A Novel Framework of Trajectory Compression in Road Networks
Renchu Song, Weiwei Sun, Baihua Zheng, Yu Zheng
The 40th International Conference on Very Large Data Bases (VLDB 2014) | September 2014
Travel Time Estimation of a Path using Sparse Trajectories
Yilun Wang, Yu Zheng, Yexiang Xue
Proceedings of the 20th SIGKDD conference on Knowledge Discovery and Data Mining (KDD 2014) | August 2014
Online Discovery of Gathering Patterns over Trajectories
Kai Zheng, Yu Zheng, Nicholas Jing Yuan, Xiaofang Zhou, Shuo Shang
IEEE Transaction on Knowledge Discovery and Data Engineering | January 2014
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A Framework of Traveling Companion Discovery on Trajectory Data Streams
Lu-An Tang, Yu Zheng, Jiawei Han, Jing Yuan, Nicholas Jing Yuan
ACM Transaction on Intelligent Systems and Technology | October 2013
Destination Prediction by Sub-Trajectory Synthesis and Privacy Protection Against Such Prediction
Andy Yuan Xue, Rui Zhang, Yu Zheng, Xing Xie, Jin Huang, Zhenghua Xu
Proceedings of The 29th IEEE International Conference on Data Engineering | April 2013
On Discovery of Gathering Patterns from Trajectories
Kai Zheng, Yu Zheng, Nicholas Jing Yuan, Shuo Shang
Proceedings of The 29th IEEE International Conference on Data Engineering | April 2013
T-Drive: Enhancing Driving Directions with Taxi Drivers’ Intelligence
Nicholas Jing Yuan, Yu Zheng, Xing Xie, Guangzhong Sun
IEEE Transactions on Knowledge and Data Engineering | January 2013
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T-Finder: A Recommender System for Finding Passengers and Vacant Taxis
Nicholas Jing Yuan, Yu Zheng, Liuhang Zhang, Xing Xie
IEEE Transactions on Knowledge and Data Engineering | September 2012
On Discovery of Traveling Companions from Streaming Trajectories
Yu Zheng, Lu-An Tang, Jiawei Han, Alice Leung, Chih-Chieh Hung, Wen-Chih Peng, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 28th International Conference on Data Engineering 2012 | April 2012
Reducing Uncertainty of Low-Sampling-Rate Trajectories
Kai Zheng, Yu Zheng, Xing Xie, Xiaofang Zhou
Proceedings of the 28th International Conference on Data Engineering | April 2012
-
Inferring Taxi Status Using GPS Trajectories
Yin Zhu, Yu Zheng, Liuhang Zhang, Darshan Santani, Xing Xie, Qiang Yang
MSR-TR-2011-144 | November 2011
Trajectory Analysis for Driving
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Trajectory Preprocessing
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Where to Find My Next Passenger?
Yu Zheng, Xing Xie, Guangzhong Sun, Liuhang Zhang, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 13th ACM International Conference on Ubiquitous Computing (Ubicomp 2011) | September 2011
Discovering Spatio-Temporal Causal Interactions in Traffic Data Streams
Wei Liu, Yu Zheng, Sanjay Chawla, Jing Yuan, Xing Xie
Proceedings of the 17th SIGKDD conference on Knowledge Discovery and Data Mining | August 2011
SIGKDD 2011
Retrieving k-Nearest Neighboring Trajectories by a Set of Point Locations
Lu-An Tang, Yu Zheng, Xing Xie, Jing Yuan, Xiao Yu, Jiawei Han
Proceedings of the 12th Symposium on Spatial and Temporal Databases - SSTD 2011 | August 2011
-
T-Drive: Driving Directions Based on Taxi Trajectories
Jing Yuan, Yu Zheng, Chengyang Zhang, Wenlei Xie, Xing Xie, Guangzhong Sun, Yan Huang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2010
Best Paper Award
Smart Itinerary Recommendation based on User-Generated GPS Trajectories
Hyoseok Yoon, Yu Zheng, Xing Xie, Woontack Woo
Proceedings of the International Conference on Ubiquitous Intelligence and Computing | October 2010
Best Paper Award
Searching Trajectories by Locations: An Efficiency Study
Zaiben Chen, Heng Tao Shen, Xiaofang Zhou, Yu Zheng, Xing Xie
Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data | June 2010
SIGMOD 2010
An Interactive Voting-based Map Matching Algorithm
Yu Zheng, Xing Xie, Chengyang Zhang, Guangzhong Sun, Jing Yuan
Proceedings of the 11th International Conference on Mobile Data Management | May 2010
Learning Location Correlation from GPS trajectories
Yu Zheng, Xing Xie
Proceedings of the 11th International Conference on Mobile Data Management | May 2010
-
Mining Correlation Between Locations Using Human Location History
Yu Zheng, Xing Xie, Wei-Ying Ma, Lizhu Zhang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2009
Mining Individual Life Pattern Based on Location History
Yu Zheng, Xing Xie
Proceedings of the 10th International Conference on Mobile Data Management (MDM 2009) | May 2009
GeoLife2.0: A Location-Based Social Networking Service
Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 10th International Conference on Mobile Data Management (MDM 2009) | May 2009
-
Understanding Mobility Based on GPS Data
Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 10th ACM conference on Ubiquitous Computing (Ubicomp 2008) | September 2008
A Flexible Spatio-Temporal Indexing Scheme for Large-Scale GPS Track Retrieval
Longhao Wang, Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 9th International conference on Mobile Data Management | May 2008
Learning Transportation Mode from Raw GPS Data for Geographic Application on the Web
Yu Zheng, Xing Xie
Proceedings of the 17th World Wide Web Conference | April 2008
Publications by Research Area
-
Trajectory Data Mining: An Overview
Yu Zheng
ACM Transaction on Intelligent Systems and Technology | September 2015
PRESS: A Novel Framework of Trajectory Compression in Road Networks
Renchu Song, Weiwei Sun, Baihua Zheng, Yu Zheng
The 40th International Conference on Very Large Data Bases (VLDB 2014) | September 2014
A Framework of Traveling Companion Discovery on Trajectory Data Streams
Lu-An Tang, Yu Zheng, Jiawei Han, Jing Yuan, Nicholas Jing Yuan
ACM Transaction on Intelligent Systems and Technology | October 2013
On Discovery of Traveling Companions from Streaming Trajectories
Yu Zheng, Lu-An Tang, Jiawei Han, Alice Leung, Chih-Chieh Hung, Wen-Chih Peng, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 28th International Conference on Data Engineering 2012 | April 2012
Trajectory Analysis for Driving
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
An Interactive Voting-based Map Matching Algorithm
Yu Zheng, Xing Xie, Chengyang Zhang, Guangzhong Sun, Jing Yuan
Proceedings of the 11th International Conference on Mobile Data Management | May 2010
-
Trajectory Analysis for Driving
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Trajectory Preprocessing
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
-
Trajectory Data Mining: An Overview
Yu Zheng
ACM Transaction on Intelligent Systems and Technology | September 2015
PRESS: A Novel Framework of Trajectory Compression in Road Networks
Renchu Song, Weiwei Sun, Baihua Zheng, Yu Zheng
The 40th International Conference on Very Large Data Bases (VLDB 2014) | September 2014
Travel Time Estimation of a Path using Sparse Trajectories
Yilun Wang, Yu Zheng, Yexiang Xue
Proceedings of the 20th SIGKDD conference on Knowledge Discovery and Data Mining (KDD 2014) | August 2014
Online Discovery of Gathering Patterns over Trajectories
Kai Zheng, Yu Zheng, Nicholas Jing Yuan, Xiaofang Zhou, Shuo Shang
IEEE Transaction on Knowledge Discovery and Data Engineering | January 2014
A Framework of Traveling Companion Discovery on Trajectory Data Streams
Lu-An Tang, Yu Zheng, Jiawei Han, Jing Yuan, Nicholas Jing Yuan
ACM Transaction on Intelligent Systems and Technology | October 2013
T-Drive: Enhancing Driving Directions with Taxi Drivers’ Intelligence
Nicholas Jing Yuan, Yu Zheng, Xing Xie, Guangzhong Sun
IEEE Transactions on Knowledge and Data Engineering | January 2013
T-Finder: A Recommender System for Finding Passengers and Vacant Taxis
Nicholas Jing Yuan, Yu Zheng, Liuhang Zhang, Xing Xie
IEEE Transactions on Knowledge and Data Engineering | September 2012
Reducing Uncertainty of Low-Sampling-Rate Trajectories
Kai Zheng, Yu Zheng, Xing Xie, Xiaofang Zhou
Proceedings of the 28th International Conference on Data Engineering | April 2012
On Discovery of Traveling Companions from Streaming Trajectories
Yu Zheng, Lu-An Tang, Jiawei Han, Alice Leung, Chih-Chieh Hung, Wen-Chih Peng, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 28th International Conference on Data Engineering 2012 | April 2012
Inferring Taxi Status Using GPS Trajectories
Yin Zhu, Yu Zheng, Liuhang Zhang, Darshan Santani, Xing Xie, Qiang Yang
MSR-TR-2011-144 | November 2011
Trajectory Analysis for Driving
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Trajectory Preprocessing
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Retrieving k-Nearest Neighboring Trajectories by a Set of Point Locations
Lu-An Tang, Yu Zheng, Xing Xie, Jing Yuan, Xiao Yu, Jiawei Han
Proceedings of the 12th Symposium on Spatial and Temporal Databases - SSTD 2011 | August 2011
Smart Itinerary Recommendation based on User-Generated GPS Trajectories
Hyoseok Yoon, Yu Zheng, Xing Xie, Woontack Woo
Proceedings of the International Conference on Ubiquitous Intelligence and Computing | October 2010
Best Paper Award
Mining Correlation Between Locations Using Human Location History
Yu Zheng, Xing Xie, Wei-Ying Ma, Lizhu Zhang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2009
-
Trajectory Data Mining: An Overview
Yu Zheng
ACM Transaction on Intelligent Systems and Technology | September 2015
Online Discovery of Gathering Patterns over Trajectories
Kai Zheng, Yu Zheng, Nicholas Jing Yuan, Xiaofang Zhou, Shuo Shang
IEEE Transaction on Knowledge Discovery and Data Engineering | January 2014
T-Drive: Enhancing Driving Directions with Taxi Drivers’ Intelligence
Nicholas Jing Yuan, Yu Zheng, Xing Xie, Guangzhong Sun
IEEE Transactions on Knowledge and Data Engineering | January 2013
T-Finder: A Recommender System for Finding Passengers and Vacant Taxis
Nicholas Jing Yuan, Yu Zheng, Liuhang Zhang, Xing Xie
IEEE Transactions on Knowledge and Data Engineering | September 2012
Trajectory Preprocessing
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Where to Find My Next Passenger?
Yu Zheng, Xing Xie, Guangzhong Sun, Liuhang Zhang, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 13th ACM International Conference on Ubiquitous Computing (Ubicomp 2011) | September 2011
Discovering Spatio-Temporal Causal Interactions in Traffic Data Streams
Wei Liu, Yu Zheng, Sanjay Chawla, Jing Yuan, Xing Xie
Proceedings of the 17th SIGKDD conference on Knowledge Discovery and Data Mining | August 2011
SIGKDD 2011
T-Drive: Driving Directions Based on Taxi Trajectories
Jing Yuan, Yu Zheng, Chengyang Zhang, Wenlei Xie, Xing Xie, Guangzhong Sun, Yan Huang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2010
Best Paper Award
Understanding Mobility Based on GPS Data
Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 10th ACM conference on Ubiquitous Computing (Ubicomp 2008) | September 2008
Learning Transportation Mode from Raw GPS Data for Geographic Application on the Web
Yu Zheng, Xing Xie
Proceedings of the 17th World Wide Web Conference | April 2008
-
On Discovery of Gathering Patterns from Trajectories
Kai Zheng, Yu Zheng, Nicholas Jing Yuan, Shuo Shang
Proceedings of The 29th IEEE International Conference on Data Engineering | April 2013
-
Destination Prediction by Sub-Trajectory Synthesis and Privacy Protection Against Such Prediction
Andy Yuan Xue, Rui Zhang, Yu Zheng, Xing Xie, Jin Huang, Zhenghua Xu
Proceedings of The 29th IEEE International Conference on Data Engineering | April 2013
Inferring Taxi Status Using GPS Trajectories
Yin Zhu, Yu Zheng, Liuhang Zhang, Darshan Santani, Xing Xie, Qiang Yang
MSR-TR-2011-144 | November 2011
Where to Find My Next Passenger?
Yu Zheng, Xing Xie, Guangzhong Sun, Liuhang Zhang, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 13th ACM International Conference on Ubiquitous Computing (Ubicomp 2011) | September 2011
T-Drive: Driving Directions Based on Taxi Trajectories
Jing Yuan, Yu Zheng, Chengyang Zhang, Wenlei Xie, Xing Xie, Guangzhong Sun, Yan Huang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2010
Best Paper Award
Searching Trajectories by Locations: An Efficiency Study
Zaiben Chen, Heng Tao Shen, Xiaofang Zhou, Yu Zheng, Xing Xie
Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data | June 2010
SIGMOD 2010
Learning Location Correlation from GPS trajectories
Yu Zheng, Xing Xie
Proceedings of the 11th International Conference on Mobile Data Management | May 2010
Mining Correlation Between Locations Using Human Location History
Yu Zheng, Xing Xie, Wei-Ying Ma, Lizhu Zhang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2009
Mining Individual Life Pattern Based on Location History
Yu Zheng, Xing Xie
Proceedings of the 10th International Conference on Mobile Data Management (MDM 2009) | May 2009
GeoLife2.0: A Location-Based Social Networking Service
Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 10th International Conference on Mobile Data Management (MDM 2009) | May 2009
A Flexible Spatio-Temporal Indexing Scheme for Large-Scale GPS Track Retrieval
Longhao Wang, Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 9th International conference on Mobile Data Management | May 2008
Learning Transportation Mode from Raw GPS Data for Geographic Application on the Web
Yu Zheng, Xing Xie
Proceedings of the 17th World Wide Web Conference | April 2008
-
GeoLife2.0: A Location-Based Social Networking Service
Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 10th International Conference on Mobile Data Management (MDM 2009) | May 2009
Publications by Type
-
PRESS: A Novel Framework of Trajectory Compression in Road Networks
Renchu Song, Weiwei Sun, Baihua Zheng, Yu Zheng
The 40th International Conference on Very Large Data Bases (VLDB 2014) | September 2014
Travel Time Estimation of a Path using Sparse Trajectories
Yilun Wang, Yu Zheng, Yexiang Xue
Proceedings of the 20th SIGKDD conference on Knowledge Discovery and Data Mining (KDD 2014) | August 2014
On Discovery of Gathering Patterns from Trajectories
Kai Zheng, Yu Zheng, Nicholas Jing Yuan, Shuo Shang
Proceedings of The 29th IEEE International Conference on Data Engineering | April 2013
Destination Prediction by Sub-Trajectory Synthesis and Privacy Protection Against Such Prediction
Andy Yuan Xue, Rui Zhang, Yu Zheng, Xing Xie, Jin Huang, Zhenghua Xu
Proceedings of The 29th IEEE International Conference on Data Engineering | April 2013
Reducing Uncertainty of Low-Sampling-Rate Trajectories
Kai Zheng, Yu Zheng, Xing Xie, Xiaofang Zhou
Proceedings of the 28th International Conference on Data Engineering | April 2012
On Discovery of Traveling Companions from Streaming Trajectories
Yu Zheng, Lu-An Tang, Jiawei Han, Alice Leung, Chih-Chieh Hung, Wen-Chih Peng, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 28th International Conference on Data Engineering 2012 | April 2012
Trajectory Analysis for Driving
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Trajectory Preprocessing
John Krumm
Computing with Spatial Trajectories | September 2011
Editor(s): Yu Zheng and Xiaofang Zhou
ISBN: 978-1-4614-1628-9
Where to Find My Next Passenger?
Yu Zheng, Xing Xie, Guangzhong Sun, Liuhang Zhang, Jing Yuan, Nicholas Jing Yuan
Proceedings of the 13th ACM International Conference on Ubiquitous Computing (Ubicomp 2011) | September 2011
Retrieving k-Nearest Neighboring Trajectories by a Set of Point Locations
Lu-An Tang, Yu Zheng, Xing Xie, Jing Yuan, Xiao Yu, Jiawei Han
Proceedings of the 12th Symposium on Spatial and Temporal Databases - SSTD 2011 | August 2011
Discovering Spatio-Temporal Causal Interactions in Traffic Data Streams
Wei Liu, Yu Zheng, Sanjay Chawla, Jing Yuan, Xing Xie
Proceedings of the 17th SIGKDD conference on Knowledge Discovery and Data Mining | August 2011
SIGKDD 2011
T-Drive: Driving Directions Based on Taxi Trajectories
Jing Yuan, Yu Zheng, Chengyang Zhang, Wenlei Xie, Xing Xie, Guangzhong Sun, Yan Huang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2010
Best Paper Award
Smart Itinerary Recommendation based on User-Generated GPS Trajectories
Hyoseok Yoon, Yu Zheng, Xing Xie, Woontack Woo
Proceedings of the International Conference on Ubiquitous Intelligence and Computing | October 2010
Best Paper Award
Searching Trajectories by Locations: An Efficiency Study
Zaiben Chen, Heng Tao Shen, Xiaofang Zhou, Yu Zheng, Xing Xie
Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data | June 2010
SIGMOD 2010
Learning Location Correlation from GPS trajectories
Yu Zheng, Xing Xie
Proceedings of the 11th International Conference on Mobile Data Management | May 2010
An Interactive Voting-based Map Matching Algorithm
Yu Zheng, Xing Xie, Chengyang Zhang, Guangzhong Sun, Jing Yuan
Proceedings of the 11th International Conference on Mobile Data Management | May 2010
Mining Correlation Between Locations Using Human Location History
Yu Zheng, Xing Xie, Wei-Ying Ma, Lizhu Zhang
Proceedings of 18th ACM SIGSPATIAL Conference on Advances in Geographical Information Systems | November 2009
Mining Individual Life Pattern Based on Location History
Yu Zheng, Xing Xie
Proceedings of the 10th International Conference on Mobile Data Management (MDM 2009) | May 2009
GeoLife2.0: A Location-Based Social Networking Service
Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 10th International Conference on Mobile Data Management (MDM 2009) | May 2009
Understanding Mobility Based on GPS Data
Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 10th ACM conference on Ubiquitous Computing (Ubicomp 2008) | September 2008
A Flexible Spatio-Temporal Indexing Scheme for Large-Scale GPS Track Retrieval
Longhao Wang, Yu Zheng, Xing Xie, Wei-Ying Ma
Proceedings of the 9th International conference on Mobile Data Management | May 2008
Learning Transportation Mode from Raw GPS Data for Geographic Application on the Web
Yu Zheng, Xing Xie
Proceedings of the 17th World Wide Web Conference | April 2008
-
Trajectory Data Mining: An Overview
Yu Zheng
ACM Transaction on Intelligent Systems and Technology | September 2015
Online Discovery of Gathering Patterns over Trajectories
Kai Zheng, Yu Zheng, Nicholas Jing Yuan, Xiaofang Zhou, Shuo Shang
IEEE Transaction on Knowledge Discovery and Data Engineering | January 2014
A Framework of Traveling Companion Discovery on Trajectory Data Streams
Lu-An Tang, Yu Zheng, Jiawei Han, Jing Yuan, Nicholas Jing Yuan
ACM Transaction on Intelligent Systems and Technology | October 2013
T-Drive: Enhancing Driving Directions with Taxi Drivers’ Intelligence
Nicholas Jing Yuan, Yu Zheng, Xing Xie, Guangzhong Sun
IEEE Transactions on Knowledge and Data Engineering | January 2013
T-Finder: A Recommender System for Finding Passengers and Vacant Taxis
Nicholas Jing Yuan, Yu Zheng, Liuhang Zhang, Xing Xie
IEEE Transactions on Knowledge and Data Engineering | September 2012
-
Inferring Taxi Status Using GPS Trajectories
Yin Zhu, Yu Zheng, Liuhang Zhang, Darshan Santani, Xing Xie, Qiang Yang
MSR-TR-2011-144 | November 2011