A User-Centered Location Model
Personal and Ubiquitous Computing
Using GPS to learn significant locations and predict movement across multiple users
Personal and Ubiquitous Computing
Location prediction algorithms for mobile wireless systems
Wireless internet handbook
IAAI'06 Proceedings of the 18th conference on Innovative applications of artificial intelligence - Volume 2
Learning and inferring transportation routines
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Preserving privacy in gps traces via uncertainty-aware path cloaking
Proceedings of the 14th ACM conference on Computer and communications security
Predicting future locations using clusters' centroids
Proceedings of the 15th annual ACM international symposium on Advances in geographic information systems
Activity-based serendipitous recommendations with the Magitti mobile leisure guide
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Adaptive learning of semantic locations and routes
Proceedings of the 1st international conference on Autonomic computing and communication systems
Learning transportation mode from raw gps data for geographic applications on the web
Proceedings of the 17th international conference on World Wide Web
IPSN '08 Proceedings of the 7th international conference on Information processing in sensor networks
A critical evaluation of location based services and their potential
Journal of Location Based Services
Mobile opportunistic commerce: mechanisms, architecture, and application
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 2
Discovery of activity patterns using topic models
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
On using existing time-use study data for ubiquitous computing applications
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Understanding mobility based on GPS data
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Navigate like a cabbie: probabilistic reasoning from observed context-aware behavior
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Who will be the customer?: a social robot that anticipates people's behavior from their trajectories
UbiComp '08 Proceedings of the 10th international conference on Ubiquitous computing
Mobile Opportunistic Planning: Methods and Models
UM '07 Proceedings of the 11th international conference on User Modeling
UM '07 Proceedings of the 11th international conference on User Modeling
Leveraging explicitly disclosed location information to understand tourist dynamics: a case study
Journal of Location Based Services - 4th International Conference on LBS and TeleCartography Hong Kong
Mining user similarity based on location history
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
Going my way: a user-aware route planner
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Mining interesting locations and travel sequences from GPS trajectories
Proceedings of the 18th international conference on World wide web
Review: Ambient intelligence: Technologies, applications, and opportunities
Pervasive and Mobile Computing
StarTrack: a framework for enabling track-based applications
Proceedings of the 7th international conference on Mobile systems, applications, and services
A survey of computational location privacy
Personal and Ubiquitous Computing
PathForge: faithful anonymization of movement data
Proceedings of the 1st ACM workshop on Networking, systems, and applications for mobile handhelds
Enhancing Mobile Recommender Systems with Activity Inference
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Route Prediction on Tracking Data to Location-Based Services
EUNICE '09 Proceedings of the 15th Open European Summer School and IFIP TC6.6 Workshop on The Internet of the Future
Fast and Accurate Prediction of the Destination of Moving Objects
SUM '09 Proceedings of the 3rd International Conference on Scalable Uncertainty Management
Maximum entropy inverse reinforcement learning
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Real-time anomaly detection for traveling individuals
Proceedings of the 11th international ACM SIGACCESS conference on Computers and accessibility
Understanding transportation modes based on GPS data for web applications
ACM Transactions on the Web (TWEB)
Collaboration and shared plans in the open world: studies of ridesharing
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Inference attacks on location tracks
PERVASIVE'07 Proceedings of the 5th international conference on Pervasive computing
Learning topologies of situated public displays by observing implicit user interactions
UAHCI'07 Proceedings of the 4th international conference on Universal access in human-computer interaction: ambient interaction
Handling spatio-temporal sensor data in global geographical context with SENSORD
UCS'07 Proceedings of the 4th international conference on Ubiquitous computing systems
Scalable recognition of daily activities with wearable sensors
LoCA'07 Proceedings of the 3rd international conference on Location-and context-awareness
Adaptive learning of semantic locations and routes
LoCA'07 Proceedings of the 3rd international conference on Location-and context-awareness
Energy-accuracy trade-off for continuous mobile device location
Proceedings of the 8th international conference on Mobile systems, applications, and services
Trip destination prediction based on past GPS log using a Hidden Markov Model
Expert Systems with Applications: An International Journal
Mobility profiler: A framework for discovering mobility profiles of cell phone users
Pervasive and Mobile Computing
Modeling people's place naming preferences in location sharing
Proceedings of the 12th ACM international conference on Ubiquitous computing
Predicting human behaviour from selected mobile phone data points
Proceedings of the 12th ACM international conference on Ubiquitous computing
Proceedings of the 12th ACM international conference on Ubiquitous computing
Protecting location privacy against inference attacks
Proceedings of the 9th annual ACM workshop on Privacy in the electronic society
A location predictor based on dependencies between multiple lifelog data
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Location Based Social Networks
T-drive: driving directions based on taxi trajectories
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
A system for destination and future route prediction based on trajectory mining
Pervasive and Mobile Computing
Where will they turn: predicting turn proportions at intersections
Personal and Ubiquitous Computing
Anomaly detection for travelling individuals with cognitive impairments
ACM SIGACCESS Accessibility and Computing
Learning travel recommendations from user-generated GPS traces
ACM Transactions on Intelligent Systems and Technology (TIST)
Discovering routines from large-scale human locations using probabilistic topic models
ACM Transactions on Intelligent Systems and Technology (TIST)
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
A personal route prediction system based on trajectory data mining
Information Sciences: an International Journal
SeMiTri: a framework for semantic annotation of heterogeneous trajectories
Proceedings of the 14th International Conference on Extending Database Technology
Hyper-local, directions-based ranking of places
Proceedings of the VLDB Endowment
Learning patterns of pick-ups and drop-offs to support busy family coordination
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Mining GPS data to determine interesting locations
Proceedings of the 8th International Workshop on Information Integration on the Web: in conjunction with WWW 2011
An expert system for discovering biogeographically interesting locations from animal movement data
ECC'11 Proceedings of the 5th European conference on European computing conference
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
Show Me How You Move and I Will Tell You Who You Are
Transactions on Data Privacy
Learning time-based presence probabilities
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
NextPlace: a spatio-temporal prediction framework for pervasive systems
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
iBAT: detecting anomalous taxi trajectories from GPS traces
Proceedings of the 13th international conference on Ubiquitous computing
LEAP: a low energy assisted GPS for trajectory-based services
Proceedings of the 13th international conference on Ubiquitous computing
User movement prediction based on traffic topology for value added services
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part I
Time of arrival predictability horizons for public bus routes
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Computational Transportation Science
Personalised pathway prediction
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Recruitment framework for participatory sensing data collections
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Pervasive'10 Proceedings of the 8th international conference on Pervasive Computing
Next place prediction using mobility Markov chains
Proceedings of the First Workshop on Measurement, Privacy, and Mobility
Towards creating assistive software by employing human behavior models
Journal of Ambient Intelligence and Smart Environments - A software engineering perspective on smart applications for AmI
Mining GPS traces to recommend common meeting points
Proceedings of the 16th International Database Engineering & Applications Sysmposium
Contextual conditional models for smartphone-based human mobility prediction
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Some help on the way: opportunistic routing under uncertainty
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Predictability of individuals' mobility with high-resolution positioning data
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Evaluation of fine-granular GPS tracking on smartphones
Proceedings of the First ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems
Predictive spatio-temporal queries: a comprehensive survey and future directions
Proceedings of the First ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems
Human interaction discovery in smartphone proximity networks
Personal and Ubiquitous Computing
QS-STT: QuadSection clustering and spatial-temporal trajectory model for location prediction
Distributed and Parallel Databases
A “semi-lazy” approach to probabilistic path prediction in dynamic environments
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Emergency situations supported by context-aware and application streaming technologies
International Journal of Ad Hoc and Ubiquitous Computing
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Learning and user adaptation in location forecasting
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
A tutorial on human activity recognition using body-worn inertial sensors
ACM Computing Surveys (CSUR)
Semantic trajectories modeling and analysis
ACM Computing Surveys (CSUR)
LearNext: learning to predict tourists movements
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Data dissemination for delay tolerant vehicular networks: using historical mobility patterns
Proceedings of the third ACM international symposium on Design and analysis of intelligent vehicular networks and applications
Improving route prediction through user journey detection
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
DesTeller: a system for destination prediction based on trajectories with privacy protection
Proceedings of the VLDB Endowment
From taxi GPS traces to social and community dynamics: A survey
ACM Computing Surveys (CSUR)
A content search system considering the activity and context of a mobile user
Personal and Ubiquitous Computing
Service-oriented middleware for large-scale mobile participatory sensing
Pervasive and Mobile Computing
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We describe a method called Predestination that uses a history of a driver's destinations, along with data about driving behaviors, to predict where a driver is going as a trip progresses. Driving behaviors include types of destinations, driving efficiency, and trip times. Beyond considering previously visited destinations, Predestination leverages an open-world modeling methodology that considers the likelihood of users visiting previously unobserved locations based on trends in the data and on the background properties of locations. This allows our algorithm to smoothly transition between “out of the box” with no training data to more fully trained with increasing numbers of observations. Multiple components of the analysis are fused via Bayesian inference to produce a probabilistic map of destinations. Our algorithm was trained and tested on hold-out data drawn from a database of GPS driving data gathered from 169 different subjects who drove 7,335 different trips.