SPADE: an efficient algorithm for mining frequent sequences
Machine Learning
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
PrefixSpan: Mining Sequential Patterns by Prefix-Projected Growth
Proceedings of the 17th International Conference on Data Engineering
Mining, indexing, and querying historical spatiotemporal data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Synthetic generation of cellular network positioning data
Proceedings of the 13th annual ACM international workshop on Geographic information systems
Mining Frequent Spatio-Temporal Sequential Patterns
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
On discovering moving clusters in spatio-temporal data
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
A clustering-based approach for discovering interesting places in trajectories
Proceedings of the 2008 ACM symposium on Applied computing
Density estimation for out-of-range events on personal mobile devices
Proceedings of the 1st ACM SIGMOBILE workshop on Mobility models
Mining Supplemental Frequent Patterns
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Modeling Herds and Their Evolvements from Trajectory Data
GIScience '08 Proceedings of the 5th international conference on Geographic Information Science
Mining user similarity based on location history
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
The DAEDALUS framework: progressive querying and mining of movement data
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
A network aware privacy model for online requests in trajectory data
Data & Knowledge Engineering
Mining interesting locations and travel sequences from GPS trajectories
Proceedings of the 18th international conference on World wide web
Frequent spatio-temporal patterns in trajectory data warehouses
Proceedings of the 2009 ACM symposium on Applied Computing
Mining periodic patterns in spatio-temporal sequences at different time granularities
Intelligent Data Analysis
WhereNext: a location predictor on trajectory pattern mining
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Migration motif: a spatial - temporal pattern mining approach for financial markets
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
A Framework for Trajectory Clustering
GSN '09 Proceedings of the 3rd International Conference on GeoSensor Networks
TransDB: GPS data management with applications in collective transport
Proceedings of the 5th Annual International Conference on Mobile and Ubiquitous Systems: Computing, Networking, and Services
Location prediction within the mobility data analysis environment DAEDALUS
Proceedings of the 5th Annual International Conference on Mobile and Ubiquitous Systems: Computing, Networking, and Services
Intelligent traveler assistant (ITA) simulation platform design
Proceedings of the 5th Annual International Conference on Mobile and Ubiquitous Systems: Computing, Networking, and Services
Mining Spread Patterns of Spatio-temporal Co-occurrences over Zones
ICCSA '09 Proceedings of the International Conference on Computational Science and Its Applications: Part II
Trajectory Voting and Classification Based on Spatiotemporal Similarity in Moving Object Databases
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Building real-world trajectory warehouses
Proceedings of the Seventh ACM International Workshop on Data Engineering for Wireless and Mobile Access
Mining trajectory profiles for discovering user communities
Proceedings of the 2009 International Workshop on Location Based Social Networks
From trajectories to activities: a spatio-temporal join approach
Proceedings of the 2009 International Workshop on Location Based Social Networks
Trajectory pattern analysis for urban traffic
Proceedings of the Second International Workshop on Computational Transportation Science
Walking in the crowd: anonymizing trajectory data for pattern analysis
Proceedings of the 18th ACM conference on Information and knowledge management
Mining tourist information from user-supplied collections
Proceedings of the 18th ACM conference on Information and knowledge management
Assessing the trustworthiness of location data based on provenance
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Trajectory Clustering via Effective Partitioning
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Mining frequent closed patterns in pointset databases
Information Systems
An approach to discovering multi-temporal patterns and its application to financial databases
Information Sciences: an International Journal
Advanced knowledge discovery on movement data with the GeoPKDD system
Proceedings of the 13th International Conference on Extending Database Technology
Efficiently detecting clusters of mobile objects in the presence of dense noise
Proceedings of the 2010 ACM Symposium on Applied Computing
Discovering private trajectories using background information
Data & Knowledge Engineering
Predicting mobility events on personal devices
Pervasive and Mobile Computing
A location predictor based on dependencies between multiple lifelog data
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks
Travel route recommendation using geotags in photo sharing sites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
A system for destination and future route prediction based on trajectory mining
Pervasive and Mobile Computing
PutMode: prediction of uncertain trajectories in moving objects databases
Applied Intelligence
Photo2Trip: generating travel routes from geo-tagged photos for trip planning
Proceedings of the international conference on Multimedia
Discovering multi-label temporal patterns in sequence databases
Information Sciences: an International Journal
Learning travel recommendations from user-generated GPS traces
ACM Transactions on Intelligent Systems and Technology (TIST)
Unsupervised trajectory sampling
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Exploring real mobility data with M-atlas
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
A language-based approach to indexing heterogeneous multimedia lifelog
International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction
Regions of interest in trajectory data warehouse
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
A regression-based approach for mining user movement patterns from random sample data
Data & Knowledge Engineering
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
Hotspot district trajectory prediction
WAIM'10 Proceedings of the 2010 international conference on Web-age information management
A personal route prediction system based on trajectory data mining
Information Sciences: an International Journal
Key issues and theoretical framework on moving objects data mining
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications: Part I
Mining travel patterns from GPS-tagged photos
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
MoveMine: Mining moving object data for discovery of animal movement patterns
ACM Transactions on Intelligent Systems and Technology (TIST)
Discrete trajectory prediction on mobile data
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
A user similarity calculation based on the location for social network services
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
A framework of mining semantic regions from trajectories
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
STS: complex spatio-temporal sequence mining in flickr
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
SQUISH: an online approach for GPS trajectory compression
Proceedings of the 2nd International Conference on Computing for Geospatial Research & Applications
Mining social media to create personalized recommendations for tourist visits
Proceedings of the 2nd International Conference on Computing for Geospatial Research & Applications
The detection of scene features in Flickr
ICWL'10 Proceedings of the 2010 international conference on New horizons in web-based learning
OrientSTS: spatio-temporal sequence searching in flickr
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part I
Human mobility, social ties, and link prediction
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining mobility user profiles for car pooling
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Location-based topic evolution
Proceedings of the 1st international workshop on Mobile location-based service
Pattern-based moving object tracking
Proceedings of the 2011 international workshop on Trajectory data mining and analysis
Computing turn delay in city road network with GPS collected trajectories
Proceedings of the 2011 international workshop on Trajectory data mining and analysis
Proceedings of the 13th international conference on Ubiquitous computing
Fast and accurate trajectory streams clustering
SSDBM'11 Proceedings of the 23rd international conference on Scientific and statistical database management
How to use "classical" tree mining algorithms to find complex spatio-temporal patterns?
DEXA'11 Proceedings of the 22nd international conference on Database and expert systems applications - Volume Part II
SeTraStream: semantic-aware trajectory construction over streaming movement data
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Unveiling the complexity of human mobility by querying and mining massive trajectory data
The VLDB Journal — The International Journal on Very Large Data Bases
Non-separable transforms for clustering trajectories
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part II
Discovering personalized routes from trajectories
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Storing routes in socio-spatial networks and supporting social-based route recommendation
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Discovering patterns in traffic sensor data
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on GeoStreaming
Travel time prediction using machine learning
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Computational Transportation Science
Query answering on trajectory cuboids using prime numbers encodings
Proceedings of the 15th Symposium on International Database Engineering & Applications
Privacy-preserving assessment of location data trustworthiness
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Frequent route based continuous moving object location- and density prediction on road networks
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
PNN query processing on compressed trajectories
Geoinformatica
Mining Travel Patterns from Geotagged Photos
ACM Transactions on Intelligent Systems and Technology (TIST)
Efficient and effective query answering for trajectory cuboids
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
A hybrid model and computing platform for spatio-semantic trajectories
ESWC'10 Proceedings of the 7th international conference on The Semantic Web: research and Applications - Volume Part I
Visually exploring movement data via similarity-based analysis
Journal of Intelligent Information Systems
Mining probabilistically frequent sequential patterns in uncertain databases
Proceedings of the 15th International Conference on Extending Database Technology
Proceedings of the 15th International Conference on Extending Database Technology
A time cost optimization for similar scenarios mobile GIS queries
Journal of Visual Languages and Computing
Social itinerary recommendation from user-generated digital trails
Personal and Ubiquitous Computing
Constructing popular routes from uncertain trajectories
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
The pattern next door: towards spatio-sequential pattern discovery
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Retrieving large-scale high density video target tracks from spatial database
Proceedings of the 3rd International Conference on Computing for Geospatial Research and Applications
A multi-layer data representation of trajectories in social networks based on points of interest
Proceedings of the twelfth international workshop on Web information and data management
Warehousing and querying trajectory data streams with error estimation
Proceedings of the fifteenth international workshop on Data warehousing and OLAP
Leveraging read rates of passive RFID tags for real-time indoor location tracking
Proceedings of the 21st ACM international conference on Information and knowledge management
Trajectory mining from anonymous binary motion sensors in Smart Environment
Knowledge-Based Systems
Summarizing trajectories into k-primary corridors: a summary of results
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Exploring dependency for query privacy protection in location-based services
Proceedings of the third ACM conference on Data and application security and privacy
A trajectory-based recommender system for tourism
AMT'12 Proceedings of the 8th international conference on Active Media Technology
A Query Language for Mobility Data Mining
International Journal of Data Warehousing and Mining
Privacy-preserving trajectory data publishing by local suppression
Information Sciences: an International Journal
When and where next: individual mobility prediction
Proceedings of the First ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems
Finding homogeneous groups in trajectory streams
Proceedings of the Third ACM SIGSPATIAL International Workshop on GeoStreaming
TMC-pattern: holistic trajectory extraction, modeling and mining
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data
Discovering hot topics from geo-tagged video
Neurocomputing
RecTour: A Recommender System for Tourists
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Understanding the Regularity and Variability of Human Mobility from Geo-trajectory
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Inferring User Context from Spatio-Temporal Pattern Mining for Mobile Application Services
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 02
Finding time period-based most frequent path in big trajectory data
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Calibrating trajectory data for similarity-based analysis
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
QS-STT: QuadSection clustering and spatial-temporal trajectory model for location prediction
Distributed and Parallel Databases
Effectively grouping trajectory streams
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
Constructing and comparing user mobility profiles for location-based services
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Exploring pattern-aware travel routes for trajectory search
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Sections on Paraphrasing; Intelligent Systems for Socially Aware Computing; Social Computing, Behavioral-Cultural Modeling, and Prediction
RFID-data compression for supporting aggregate queries
ACM Transactions on Database Systems (TODS)
Semantic trajectories modeling and analysis
ACM Computing Surveys (CSUR)
Finding frequent sub-trajectories with time constraints
Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing
Sequential pattern mining from trajectory data
Proceedings of the 17th International Database Engineering & Applications Symposium
Point of interest to region of interest conversion
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Mining sub-trajectory cliques to find frequent routes
SSTD'13 Proceedings of the 13th international conference on Advances in Spatial and Temporal Databases
Incremental Frequent Route Based Trajectory Prediction
Proceedings of the Sixth ACM SIGSPATIAL International Workshop on Computational Transportation Science
A novel real-time framework for extracting patterns from trajectory data streams
Proceedings of the 4th ACM SIGSPATIAL International Workshop on GeoStreaming
Direction-preserving trajectory simplification
Proceedings of the VLDB Endowment
Towards mega-modeling: a walk through data analysis experiences
ACM SIGMOD Record
A framework of traveling companion discovery on trajectory data streams
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
A Hybrid Grid-based Method for Mining Arbitrary Regions-of-Interest from Trajectories
Proceedings of Workshop on Machine Learning for Sensory Data Analysis
From taxi GPS traces to social and community dynamics: A survey
ACM Computing Surveys (CSUR)
Expert Systems with Applications: An International Journal
Protecting query privacy in location-based services
Geoinformatica
Dealing with trajectory streams by clustering and mathematical transforms
Journal of Intelligent Information Systems
Intelligent Data Analysis
Mining trajectories of moving dynamic spatio-temporal regions in sensor datasets
Data Mining and Knowledge Discovery
Visualizing interchange patterns in massive movement data
EuroVis '13 Proceedings of the 15th Eurographics Conference on Visualization
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The increasing pervasiveness of location-acquisition technologies (GPS, GSM networks, etc.) is leading to the collection of large spatio-temporal datasets and to the opportunity of discovering usable knowledge about movement behaviour, which fosters novel applications and services. In this paper, we move towards this direction and develop an extension of the sequential pattern mining paradigm that analyzes the trajectories of moving objects. We introduce trajectory patterns as concise descriptions of frequent behaviours, in terms of both space (i.e., the regions of space visited during movements) and time (i.e., the duration of movements). In this setting, we provide a general formal statement of the novel mining problem and then study several different instantiations of different complexity. The various approaches are then empirically evaluated over real data and synthetic benchmarks, comparing their strengths and weaknesses.