Cyberguide: a mobile context-aware tour guide
Wireless Networks - Special issue: mobile computing and networking: selected papers from MobiCom '96
Using GPS to learn significant locations and predict movement across multiple users
Personal and Ubiquitous Computing
Mining, indexing, and querying historical spatiotemporal data
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Using Location for Personalized POI Recommendations in Mobile Environments
SAINT '06 Proceedings of the International Symposium on Applications on Internet
Reality mining: sensing complex social systems
Personal and Ubiquitous Computing
A mobile application framework for the geospatial web
Proceedings of the 16th international conference on World Wide Web
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Exploiting real world knowledge in ubiquitous applications
Personal and Ubiquitous Computing
Learning transportation mode from raw gps data for geographic applications on the web
Proceedings of the 17th international conference on World Wide Web
GeoLife: Managing and Understanding Your Past Life over Maps
MDM '08 Proceedings of the The Ninth International Conference on Mobile Data Management
Understanding mobility based on GPS data
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Mining user similarity based on location history
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
CityVoyager: an outdoor recommendation system based on user location history
UIC'06 Proceedings of the Third international conference on Ubiquitous Intelligence and Computing
Predestination: inferring destinations from partial trajectories
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous Computing
Location-based recommendation system using Bayesian user's preference model in mobile devices
UIC'07 Proceedings of the 4th international conference on Ubiquitous Intelligence and Computing
Joint learning user's activities and profiles from GPS data
Proceedings of the 2009 International Workshop on Location Based Social Networks
Trajectory simplification method for location-based social networking services
Proceedings of the 2009 International Workshop on Location Based Social Networks
Mining tourist information from user-supplied collections
Proceedings of the 18th ACM conference on Information and knowledge management
Mining correlation between locations using human location history
Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Collaborative location and activity recommendations with GPS history data
Proceedings of the 19th international conference on World wide web
A location predictor based on dependencies between multiple lifelog data
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks
Querying geo-social data by bridging spatial networks and social networks
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks
Finding similar users using category-based location history
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
Travel route recommendation using geotags in photo sharing sites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Photo2Trip: generating travel routes from geo-tagged photos for trip planning
Proceedings of the international conference on Multimedia
Learning travel recommendations from user-generated GPS traces
ACM Transactions on Intelligent Systems and Technology (TIST)
Mining significant semantic locations from GPS data
Proceedings of the VLDB Endowment
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
Algorithm for detecting significant locations from raw GPS data
DS'10 Proceedings of the 13th international conference on Discovery science
Hotspot district trajectory prediction
WAIM'10 Proceedings of the 2010 international conference on Web-age information management
Smart itinerary recommendation based on user-generated GPS trajectories
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Research and applications on georeferenced multimedia: a survey
Multimedia Tools and Applications
Geotagging in multimedia and computer vision--a survey
Multimedia Tools and Applications
Mining travel patterns from GPS-tagged photos
MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part I
Hyper-local, directions-based ranking of places
Proceedings of the VLDB Endowment
Mining GPS data to determine interesting locations
Proceedings of the 8th International Workshop on Information Integration on the Web: in conjunction with WWW 2011
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
An incremental Hausdorff distance calculation algorithm
Proceedings of the VLDB Endowment
The detection of scene features in Flickr
ICWL'10 Proceedings of the 2010 international conference on New horizons in web-based learning
CLR: a collaborative location recommendation framework based on co-clustering
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Exploiting geographical influence for collaborative point-of-interest recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
OrientSTS: spatio-temporal sequence searching in flickr
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Friendship and mobility: user movement in location-based social networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Protecting location privacy using location semantics
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
History trajectory privacy-preserving through graph partition
Proceedings of the 1st international workshop on Mobile location-based service
Computing turn delay in city road network with GPS collected trajectories
Proceedings of the 2011 international workshop on Trajectory data mining and analysis
iBAT: detecting anomalous taxi trajectories from GPS traces
Proceedings of the 13th international conference on Ubiquitous computing
Employing user feedback for semantic location services
Proceedings of the 13th international conference on Ubiquitous computing
Deliberation for intuition: a framework for energy-efficient trip detection on cellular phones
Proceedings of the 13th international conference on Ubiquitous computing
Proceedings of the 13th international conference on Ubiquitous computing
Journal of Systems and Software
Trajectory anonymity in publishing personal mobility data
ACM SIGKDD Explorations Newsletter
Retrieving k-nearest neighboring trajectories by a set of point locations
SSTD'11 Proceedings of the 12th international conference on Advances in spatial and temporal databases
Synthesizing routes for low sampling trajectories with absorbing Markov chains
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Logging user activities and sensor data on mobile devices
MSM'10/MUSE'10 Proceedings of the 2010 international conference on Analysis of social media and ubiquitous data
Unveiling the complexity of human mobility by querying and mining massive trajectory data
The VLDB Journal — The International Journal on Very Large Data Bases
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
Towards trajectory-based experience sharing in a city
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Location-Based Social Networks
Differential privacy for location pattern mining
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Security and Privacy in GIS and LBS
Personalized travel recommendation by mining people attributes from community-contributed photos
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Semantic trajectory mining for location prediction
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
NNCluster: an efficient clustering algorithm for road network trajectories
DASFAA'10 Proceedings of the 15th international conference on Database Systems for Advanced Applications - Volume Part II
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
Querying socio-spatial networks on the world-wide web
Proceedings of the 21st international conference companion on World Wide Web
TripRec: recommending trip routes from large scale check-in data
Proceedings of the 21st international conference companion on World Wide Web
GoThere: travel suggestions using geotagged photos
Proceedings of the 21st international conference companion on World Wide Web
Towards mobile intelligence: Learning from GPS history data for collaborative recommendation
Artificial Intelligence
Effective caching of shortest paths for location-based services
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
An adaptive approach for online segmentation of multi-dimensional mobile data
MobiDE '12 Proceedings of the Eleventh ACM International Workshop on Data Engineering for Wireless and Mobile Access
You can walk alone: trajectory privacy-preserving through significant stays protection
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part I
On the spatiotemporal burstiness of terms
Proceedings of the VLDB Endowment
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
Performance comparisons of spatial data processing techniques for a large scale mobile phone dataset
Proceedings of the 3rd International Conference on Computing for Geospatial Research and Applications
Exploiting large-scale check-in data to recommend time-sensitive routes
Proceedings of the ACM SIGKDD International Workshop on Urban Computing
Proceedings of the ACM SIGKDD International Workshop on Urban Computing
Mining regular routes from GPS data for ridesharing recommendations
Proceedings of the ACM SIGKDD International Workshop on Urban Computing
User oriented trajectory similarity search
Proceedings of the ACM SIGKDD International Workshop on Urban Computing
Mining GPS traces to recommend common meeting points
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Predictability of individuals' mobility with high-resolution positioning data
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
The preface of the 4th International Workshop on Location-Based Social Networks
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Predicting future locations with hidden Markov models
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
LBSNRank: personalized pagerank on location-based social networks
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
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
Discovering areas of interest with geo-tagged images and check-ins
Proceedings of the 20th ACM international conference on Multimedia
A clustering method based on time heat map in mobile social network
ICICA'12 Proceedings of the Third international conference on Information Computing and Applications
GPSView: A scenic driving route planner
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Location-based and preference-aware recommendation using sparse geo-social networking data
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Extracting significant places from mobile user GPS trajectories: a bearing change based approach
Proceedings of the 20th International Conference on Advances in Geographic Information Systems
Generating tourism path from trajectories and geo-photos
WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
Geo topic model: joint modeling of user's activity area and interests for location recommendation
Proceedings of the sixth ACM international conference on Web search and data mining
Online community detection in social sensing
Proceedings of the sixth ACM international conference on Web search and data mining
Public checkins versus private queries: measuring and evaluating spatial preference
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Location-Based Social Networks
When and where next: individual mobility prediction
Proceedings of the First ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems
Analysis of user mobility data sources for multi-user context modeling
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Crowdsourced and Volunteered Geographic Information
Finding homogeneous groups in trajectory streams
Proceedings of the Third ACM SIGSPATIAL International Workshop on GeoStreaming
Lowering the barriers to large-scale mobile crowdsensing
Proceedings of the 14th Workshop on Mobile Computing Systems and Applications
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
ε-Matching: event processing over noisy sequences in real time
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
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
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
Nontrivial landmark recommendation using geotagged photos
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
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
Combining content and quality indicators in ranking ambiguous query results on Flickr
ADC '12 Proceedings of the Twenty-Third Australasian Database Conference - Volume 124
Time-aware point-of-interest recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Learning geographical preferences for point-of-interest recommendation
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Understanding user spatial behaviors for location-based recommendations
Proceedings of the 22nd international conference on World Wide Web companion
Extrapolating sparse large-scale GPS traces for contact evaluation
Proceedings of the 5th ACM workshop on HotPlanet
A HITS-based POI recommendation algorithm for location-based social networks
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
If you see something, swipe towards it: crowdsourced event localization using smartphones
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Real Time Anomalous Trajectory Detection and Analysis
Mobile Networks and Applications
A review of urban computing for mobile phone traces: current methods, challenges and opportunities
Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing
A comparison of Foursquare and Instagram to the study of city dynamics and urban social behavior
Proceedings of the 2nd ACM SIGKDD International Workshop on Urban Computing
Motif discovery in spatial trajectories using grammar inference
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Model-driven matching and segmentation of trajectories
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
An effectiveness study on trajectory similarity measures
ADC '13 Proceedings of the Twenty-Fourth Australasian Database Conference - Volume 137
Point of interest to region of interest conversion
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Improving route prediction through user journey detection
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Analysis and application of data mining in CRM system of some mobile branch
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
A novel real-time framework for extracting patterns from trajectory data streams
Proceedings of the 4th ACM SIGSPATIAL International Workshop on GeoStreaming
Proceedings of The First ACM SIGSPATIAL International Workshop on Computational Models of Place
On the validity of geosocial mobility traces
Proceedings of the Twelfth ACM Workshop on Hot Topics in Networks
Where you like to go next: successive point-of-interest recommendation
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Mining geographic-temporal-semantic patterns in trajectories for location prediction
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)
Managing smartphone testbeds with smartlab
LISA'13 Proceedings of the 27th international conference on Large Installation System Administration
Elderly People Daily Life Monitoring Based on GPS Trajectory with Non-uniform Sampling
Proceedings of the Second International Conference on Innovative Computing and Cloud Computing
LiveLabs: initial reflections on building a large-scale mobile behavioral experimentation testbed
ACM SIGMOBILE Mobile Computing and Communications Review
Transferring heterogeneous links across location-based social networks
Proceedings of the 7th ACM international conference on Web search and data mining
Expert Systems with Applications: An International Journal
Balancing trajectory privacy and data utility using a personalized anonymization model
Journal of Network and Computer Applications
Personal and Ubiquitous Computing
SpinRadar: a spontaneous service provision middleware for place-aware social interactions
Personal and Ubiquitous Computing
A probabilistic approach to mining mobile phone data sequences
Personal and Ubiquitous Computing
Efficient location aware intrusion detection to protect mobile devices
Personal and Ubiquitous Computing
Dealing with trajectory streams by clustering and mathematical transforms
Journal of Intelligent Information Systems
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The increasing availability of GPS-enabled devices is changing the way people interact with the Web, and brings us a large amount of GPS trajectories representing people's location histories. In this paper, based on multiple users' GPS trajectories, we aim to mine interesting locations and classical travel sequences in a given geospatial region. Here, interesting locations mean the culturally important places, such as Tiananmen Square in Beijing, and frequented public areas, like shopping malls and restaurants, etc. Such information can help users understand surrounding locations, and would enable travel recommendation. In this work, we first model multiple individuals' location histories with a tree-based hierarchical graph (TBHG). Second, based on the TBHG, we propose a HITS (Hypertext Induced Topic Search)-based inference model, which regards an individual's access on a location as a directed link from the user to that location. This model infers the interest of a location by taking into account the following three factors. 1) The interest of a location depends on not only the number of users visiting this location but also these users' travel experiences. 2) Users' travel experiences and location interests have a mutual reinforcement relationship. 3) The interest of a location and the travel experience of a user are relative values and are region-related. Third, we mine the classical travel sequences among locations considering the interests of these locations and users' travel experiences. We evaluated our system using a large GPS dataset collected by 107 users over a period of one year in the real world. As a result, our HITS-based inference model outperformed baseline approaches like rank-by-count and rank-by-frequency. Meanwhile, when considering the users' travel experiences and location interests, we achieved a better performance beyond baselines, such as rank-by-count and rank-by-interest, etc.