LeZi-update: an information-theoretic framework for personal mobility tracking in PCS networks
Wireless Networks - Selected Papers from Mobicom'99
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Algorithms for Inverse Reinforcement Learning
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Location-Aware Shopping Assistance: Evaluation of a Decision-Theoretic Approach
Mobile HCI '02 Proceedings of the 4th International Symposium on Mobile Human-Computer Interaction
Using GPS to learn significant locations and predict movement across multiple users
Personal and Ubiquitous Computing
Apprenticeship learning via inverse reinforcement learning
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Predicting human interruptibility with sensors
ACM Transactions on Computer-Human Interaction (TOCHI)
UIST '06 Proceedings of the 19th annual ACM symposium on User interface software and technology
CarTel: a distributed mobile sensor computing system
Proceedings of the 4th international conference on Embedded networked sensor systems
Learning and inferring transportation routines
Artificial Intelligence
Robust, low-cost, non-intrusive sensing and recognition of seated postures
Proceedings of the 20th annual ACM symposium on User interface software and technology
IAAI'06 Proceedings of the 18th conference on Innovative applications of artificial intelligence - Volume 2
Unsupervised activity recognition using automatically mined common sense
AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 1
Maximum entropy inverse reinforcement learning
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Tracking free-weight exercises
UbiComp '07 Proceedings of the 9th international conference on Ubiquitous computing
Predestination: inferring destinations from partial trajectories
UbiComp'06 Proceedings of the 8th international conference on Ubiquitous Computing
IEEE Transactions on Intelligent Transportation Systems
Following directions using statistical machine translation
Proceedings of the 5th ACM/IEEE international conference on Human-robot interaction
Modeling and intelligibility in ambient environments
Journal of Ambient Intelligence and Smart Environments
T-drive: driving directions based on taxi trajectories
Proceedings of the 18th SIGSPATIAL International Conference on Advances in Geographic Information Systems
Extending context spaces theory by proactive adaptation
ruSMART/NEW2AN'10 Proceedings of the Third conference on Smart Spaces and next generation wired, and 10th international conference on Wireless networking
Taxi-aware map: identifying and predicting vacant taxis in the city
AmI'10 Proceedings of the First international joint conference on Ambient intelligence
Learning patterns of pick-ups and drop-offs to support busy family coordination
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Leveraging human behavior models to predict paths in indoor environments
Pervasive and Mobile Computing
Pervasive'11 Proceedings of the 9th international conference on Pervasive computing
Urban mobility study using taxi traces
Proceedings of the 2011 international workshop on Trajectory data mining and analysis
Proceedings of the 13th international conference on Ubiquitous computing
iBAT: detecting anomalous taxi trajectories from GPS traces
Proceedings of the 13th international conference on Ubiquitous computing
Context-aware personal route recognition
DS'11 Proceedings of the 14th international conference on Discovery science
Sensing urban mobility with taxi flow
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
Prediction of urban human mobility using large-scale taxi traces and its applications
Frontiers of Computer Science in China
Modeling and intelligibility in ambient environments
Journal of Ambient Intelligence and Smart Environments
Some help on the way: opportunistic routing under uncertainty
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Human interaction discovery in smartphone proximity networks
Personal and Ubiquitous Computing
Modeling and probabilistic reasoning of population evacuation during large-scale disaster
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
TherML: occupancy prediction for thermostat control
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Exploring relationship between taxi volume and flue gases' concentrations
Proceedings of the 2013 ACM conference on Pervasive and ubiquitous computing adjunct publication
Real Time Anomalous Trajectory Detection and Analysis
Mobile Networks and Applications
Leveraging the contributory potential of user feedback
Proceedings of the 17th ACM conference on Computer supported cooperative work & social computing
DesTeller: a system for destination prediction based on trajectories with privacy protection
Proceedings of the VLDB Endowment
Bayesian nonparametric feature construction for inverse reinforcement learning
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
From taxi GPS traces to social and community dynamics: A survey
ACM Computing Surveys (CSUR)
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We present PROCAB, an efficient method for Probabilistically Reasoning from Observed Context-Aware Behavior. It models the context-dependent utilities and underlying reasons that people take different actions. The model generalizes to unseen situations and scales to incorporate rich contextual information. We train our model using the route preferences of 25 taxi drivers demonstrated in over 100,000 miles of collected data, and demonstrate the performance of our model by inferring: (1) decision at next intersection, (2) route to known destination, and (3) destination given partially traveled route.