Pattern-Oriented Software Architecture: Patterns for Concurrent and Networked Objects
Pattern-Oriented Software Architecture: Patterns for Concurrent and Networked Objects
The many faces of publish/subscribe
ACM Computing Surveys (CSUR)
Evolution of mobile location-based services
Communications of the ACM - Mobile computing opportunities and challenges
A community based mobility model for ad hoc network research
REALMAN '06 Proceedings of the 2nd international workshop on Multi-hop ad hoc networks: from theory to reality
Frequent pattern mining: current status and future directions
Data Mining and Knowledge Discovery
PredictiveMobility Models based on Kth Markov Models
PERSER '06 Proceedings of the 2006 ACS/IEEE International Conference on Pervasive Services
Who, what, where & when: a new approach to mobile search
Proceedings of the 13th international conference on Intelligent user interfaces
Multicasting in delay tolerant networks: a social network perspective
Proceedings of the tenth ACM international symposium on Mobile ad hoc networking and computing
iScope: personalized multi-modality image search for mobile devices
Proceedings of the 7th international conference on Mobile systems, applications, and services
LTE, The UMTS Long Term Evolution: From Theory to Practice
LTE, The UMTS Long Term Evolution: From Theory to Practice
On prediction using variable order Markov models
Journal of Artificial Intelligence Research
Cloud computing and EPC / IMS integration: new value-added services on demand
Proceedings of the 5th International ICST Mobile Multimedia Communications Conference
Device transparency: a new model for mobile storage
ACM SIGOPS Operating Systems Review
WhereStore: location-based data storage for mobile devices interacting with the cloud
Proceedings of the 1st ACM Workshop on Mobile Cloud Computing & Services: Social Networks and Beyond
MAUI: making smartphones last longer with code offload
Proceedings of the 8th international conference on Mobile systems, applications, and services
CrowdSearch: exploiting crowds for accurate real-time image search on mobile phones
Proceedings of the 8th international conference on Mobile systems, applications, and services
Access Schemes for Mobile Cloud Computing
MDM '10 Proceedings of the 2010 Eleventh International Conference on Mobile Data Management
A survey of mobile phone sensing
IEEE Communications Magazine
The Jigsaw continuous sensing engine for mobile phone applications
Proceedings of the 8th ACM Conference on Embedded Networked Sensor Systems
CloneCloud: elastic execution between mobile device and cloud
Proceedings of the sixth conference on Computer systems
STACEE: enhancing storage clouds using edge devices
Proceedings of the 1st ACM/IEEE workshop on Autonomic computing in economics
Friendship and mobility: user movement in location-based social networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Globe'11 Proceedings of the 4th international conference on Data management in grid and peer-to-peer systems
Mobility prediction-based smartphone energy optimization for everyday location monitoring
Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems
Energy-Aware Task Consolidation Technique for Cloud Computing
CLOUDCOM '11 Proceedings of the 2011 IEEE Third International Conference on Cloud Computing Technology and Science
Scheduling of job combination and dispatching strategy for grid and cloud system
GPC'10 Proceedings of the 5th international conference on Advances in Grid and Pervasive Computing
IEEE Wireless Communications
Value-added services in the converged network
IEEE Communications Magazine
QoS provisioning in cellular networks based on mobility prediction techniques
IEEE Communications Magazine
NGN architecture: generic principles, functional architecture, and implementation
IEEE Communications Magazine
An integrated cloud-based framework for mobile phone sensing
Proceedings of the first edition of the MCC workshop on Mobile cloud computing
Enhancing mobile data offloading with mobility prediction and prefetching
Proceedings of the seventh ACM international workshop on Mobility in the evolving internet architecture
Asynchronous event detection for context inconsistency in pervasive computing
International Journal of Ad Hoc and Ubiquitous Computing
Predicting Mobile Phone User Locations by Exploiting Collective Behavioral Patterns
UIC-ATC '12 Proceedings of the 2012 9th International Conference on Ubiquitous Intelligence and Computing and 9th International Conference on Autonomic and Trusted Computing
Implementation of Smart Power Management and Service System on Cloud Computing
UIC-ATC '12 Proceedings of the 2012 9th International Conference on Ubiquitous Intelligence and Computing and 9th International Conference on Autonomic and Trusted Computing
A Survey of Computation Offloading for Mobile Systems
Mobile Networks and Applications
Dynamic intelligence towards merging cloud and communication services
Information Systems Frontiers
| Hi-index | 0.00 |
Mobile applications and services relying on mobility prediction have recently spurred lots of interest. In this paper, we propose mobility prediction based on cellular traces as an infrastructural level service of telecom cloud. Mobility Prediction as a Service (MPaaS) embeds mobility mining and forecasting algorithms into a cloud-based user location tracking framework. By empowering MPaaS, the hosted 3rd-party and value-added services can benefit from online mobility prediction. Particularly we took Mobility-aware Personalization and Predictive Resource Allocation as key features to elaborate how MPaaS drives new fashion of mobile cloud applications. Due to the randomness of human mobility patterns, mobility predicting remains a very challenging task in MPaaS research. Our preliminary study observed collective behavioral patterns (CBP) in mobility of crowds, and proposed a CBP-based mobility predictor. MPaaS system equips a hybrid predictor fusing both CBP-based scheme and Markov-based predictor to provide telecom cloud with large-scale mobility prediction capacity.