A database perspective on knowledge discovery
Communications of the ACM
The 3W Model and Algebra for Unified Data Mining
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Boosting location-based services with a moving object database engine
MobiDE '06 Proceedings of the 5th ACM international workshop on Data engineering for wireless and mobile access
Time-focused clustering of trajectories of moving objects
Journal of Intelligent Information Systems
Expressive power of an algebra for data mining
ACM Transactions on Database Systems (TODS)
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Mobility, Data Mining and Privacy: Geographic Knowledge Discovery
Mobility, Data Mining and Privacy: Geographic Knowledge Discovery
The DAEDALUS framework: progressive querying and mining of movement data
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
Towards trajectory anonymization: a generalization-based approach
SPRINGL '08 Proceedings of the SIGSPATIAL ACM GIS 2008 International Workshop on Security and Privacy in GIS and LBS
Never Walk Alone: Uncertainty for Anonymity in Moving Objects Databases
ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
Mining Views: Database Views for Data Mining
ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
IQL: a proposal for an inductive query language
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
Exploring real mobility data with M-atlas
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Mobility data mining: discovering movement patterns from trajectory data
Proceedings of the Second International Workshop on Computational Transportation Science
Mining mobility user profiles for car pooling
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Traffic jams detection using flock mining
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part III
Unveiling the complexity of human mobility by querying and mining massive trajectory data
The VLDB Journal — The International Journal on Very Large Data Bases
Spatial Data Mining for Highlighting Hotspots in Personal Navigation Routes
International Journal of Data Warehousing and Mining
On the Management and Analysis of Our LifeSteps
ACM SIGKDD Explorations Newsletter
Hi-index | 0.00 |
The technologies of mobile communications and ubiquitous computing pervade society. Wireless networks sense the movement of people and vehicles, generating large volumes of mobility data, such as mobile phone call records and GPS tracks. This data can produce useful knowledge, supporting sustainable mobility and intelligent transportation systems, provided that a suitable knowledge discovery process is enacted for mining this mobility data. In this paper, the authors examine a formal framework, and the associated implementation, for a data mining query language for mobility data, created as a result of a European-wide research project called GeoPKDD Geographic Privacy-Aware Knowledge Discovery and Delivery. The authors discuss how the system provides comprehensive support for the Mobility Knowledge Discovery process and illustrate its analytical power in unveiling the complexity of urban mobility in a large metropolitan area, based on a massive real life GPS dataset.