A class of mobile motion prediction algorithms for wireless mobile computing and communication
Mobile Networks and Applications - Special issue: routing in mobile communications networks
LeZi-update: an information-theoretic approach to track mobile users in PCS networks
MobiCom '99 Proceedings of the 5th annual ACM/IEEE international conference on Mobile computing and networking
User mobility profile prediction: an adaptive fuzzy inference approach
Wireless Networks
A logic for uncertain probabilities
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems
A User-Centered Location Model
Personal and Ubiquitous Computing
Project Aura: Toward Distraction-Free Pervasive Computing
IEEE Pervasive Computing
User Mobility Pattern Scheme for Location Update and Paging in Wireless Systems
IEEE Transactions on Mobile Computing
A Practical User Mobility Prediction Algorithm for Supporting Adaptive QoS in Wireless Networks
ICON '99 Proceedings of the 7th IEEE International Conference on Networks
Learning Significant Locations and Predicting User Movement with GPS
ISWC '02 Proceedings of the 6th IEEE International Symposium on Wearable Computers
SenSay: A Context-Aware Mobile Phone
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
MIThril 2003: Applications and Architecture
ISWC '03 Proceedings of the 7th IEEE International Symposium on Wearable Computers
Predictive distance-based mobility management for multidimensional PCS networks
IEEE/ACM Transactions on Networking (TON)
Negotiating Context Information in Context-Aware Systems
IEEE Intelligent Systems
Ontology-based user modeling for knowledge management systems
UM'03 Proceedings of the 9th international conference on User modeling
QoS provisioning in cellular networks based on mobility prediction techniques
IEEE Communications Magazine
Mobility modeling, location tracking, and trajectory prediction in wireless ATM networks
IEEE Journal on Selected Areas in Communications
Predictive mobility support for QoS provisioning in mobile wireless environments
IEEE Journal on Selected Areas in Communications
An alternative strategy for location tracking
IEEE Journal on Selected Areas in Communications
Supporting location-based conditions in access control policies
ASIACCS '06 Proceedings of the 2006 ACM Symposium on Information, computer and communications security
QoS provisioning by EFuNNs-based handoff planning in cellular MPLS networks
Computer Communications
A critical evaluation of location based services and their potential
Journal of Location Based Services
Mobility prediction based on an ant system
Computer Communications
Spatially Constrained Grammars for Mobile Intention Recognition
Proceedings of the international conference on Spatial Cognition VI: Learning, Reasoning, and Talking about Space
Logical method for logical operations based on evidential reasoning
International Journal of Knowledge Engineering and Soft Data Paradigms
Context-aware systems: A literature review and classification
Expert Systems with Applications: An International Journal
Context-aware system for proactive personalized service based on context history
Expert Systems with Applications: An International Journal
Predicting the location of mobile users: a machine learning approach
Proceedings of the 2009 international conference on Pervasive services
Context-Aware Path Planning in Ubiquitous Network
UIC '09 Proceedings of the 6th International Conference on Ubiquitous Intelligence and Computing
Predicting network availability using user context
Proceedings of the 5th Annual International Conference on Mobile and Ubiquitous Systems: Computing, Networking, and Services
An efficient neighborhood prediction protocol to estimate link availability in VANETs
Proceedings of the 7th ACM international symposium on Mobility management and wireless access
A DBN approach for network availability prediction
Proceedings of the 12th ACM international conference on Modeling, analysis and simulation of wireless and mobile systems
A methodology for designing of intelligent services in ubiquitous communications
International Journal of Autonomous and Adaptive Communications Systems
A location-aware user tracking and prediction system
GIIS'09 Proceedings of the Second international conference on Global Information Infrastructure Symposium
AP and MN-centric mobility prediction: a comparative study based on wireless traces
NETWORKING'07 Proceedings of the 6th international IFIP-TC6 conference on Ad Hoc and sensor networks, wireless networks, next generation internet
Probabilistic context prediction using time-inferred multiple pattern networks
Proceedings of the 2010 ACM Symposium on Applied Computing
WTS'10 Proceedings of the 9th conference on Wireless telecommunications symposium
UbiPaPaGo: Context-aware path planning
Expert Systems with Applications: An International Journal
Context-awareness handoff planning in heterogeneous wireless networks
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Mobility management in ubiquitous environments
Personal and Ubiquitous Computing
An adaptive location prediction model based on fuzzy control
Computer Communications
Personalization and content awareness in online lab - virtual computational laboratory
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part I
Network availability prediction with hidden context
Performance Evaluation
Improvement of handover prediction in mobile WiMAX by using two thresholds
Computer Networks: The International Journal of Computer and Telecommunications Networking
Two-Stage user mobility modeling for intention prediction for location-based services
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
EMUNE: Architecture for Mobile Data Transfer Scheduling with Network Availability Predictions
Mobile Networks and Applications
Exploiting mobile ad hoc networking and knowledge generation to achieve ambient intelligence
Applied Computational Intelligence and Soft Computing
User-Centric Offloading to WLAN in WLAN/3G Vehicular Networks
Wireless Personal Communications: An International Journal
| Hi-index | 0.00 |
User Mobility prediction represents a key component in assisting handoff management, resource reservation, and service preconfiguration. However, most of the existing approaches presume that the user travels in an a priori known pattern with some regularity; an assumption that may not always hold. This paper presents a novel framework for user mobility prediction that can accurately predict the traveling trajectory and destination using knowledge of user's preferences, goals, and analyzed spatial information without imposing any assumptions about the availability of users' movements history. This framework thus incorporates the notion of combining user context and spatial conceptual maps in the prediction process. The main objective of this notion is to circumvent the difficulties that arise in predicting the user's future location when adequate knowledge about the history of user's traveling patterns is not available. Using concepts of evidential reasoning of Dempster-Shafer's theory, the user's navigation behavior is captured by gathering pieces of evidence concerning different groups of candidate future locations. These groups are then refined to predict the user's future location when evidence accumulates using the Dempster rule of combination. Simulation results are presented to demonstrate the performance of the proposed framework.