X-CleLo: intelligent deterministic RFID data and event transformer

Authors:
Peter Darcy;Bela Stantic;Abdul Sattar
Affiliations:
Institute for Integrated and Intelligent Systems, Griffith University, Brisbane, Australia;Institute for Integrated and Intelligent Systems, Griffith University, Brisbane, Australia;Institute for Integrated and Intelligent Systems, Griffith University, Brisbane, Australia
Venue:
Personal and Ubiquitous Computing
Year:
2012

Citing 14
Cited 0

Inferring Activities from Interactions with Objects

IEEE Pervasive Computing
Temporal management of RFID data

VLDB '05 Proceedings of the 31st international conference on Very large data bases
Database repairing using updates

ACM Transactions on Database Systems (TODS)
Adaptive cleaning for RFID data streams

VLDB '06 Proceedings of the 32nd international conference on Very large data bases
A deferred cleansing method for RFID data analytics

VLDB '06 Proceedings of the 32nd international conference on Very large data bases
Event queries on correlated probabilistic streams

Proceedings of the 2008 ACM SIGMOD international conference on Management of data
Propositional Clausal Defeasible Logic

JELIA '08 Proceedings of the 11th European conference on Logics in Artificial Intelligence
On generating near-optimal tableaux for conditional functional dependencies

Proceedings of the VLDB Endowment
Efficient Data Interpretation and Compression over RFID Streams

ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
Probabilistic Event Extraction from RFID Data

ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
A Sampling-Based Approach to Information Recovery

ICDE '08 Proceedings of the 2008 IEEE 24th International Conference on Data Engineering
Probabilistic Inference over RFID Streams in Mobile Environments

ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Fast track article: A temporal RFID data model for querying physical objects

Pervasive and Mobile Computing
Correcting missing data anomalies with clausal defeasible logic

ADBIS'10 Proceedings of the 14th east European conference on Advances in databases and information systems

Quantified Score

Hi-index	0.00

Visualization

Abstract

Recently, passive Radio Frequency Identification (RFID) systems have received an increased amount of attention as researchers have worked to implement a stable and reliable system. Unfortunately, despite vast improvements in the quality of RFID technology, a significant amount of erroneous data is still captured in the system. Currently, the problems associated with RFID have been addressed by cleaning algorithms to enhance the data quality. In this paper, we present X-CleLo, a means to intelligently clean and transform the dirty data into high-level events using Clausal Defeasible Logic. The extensive experimental study we have conducted has shown that the X-CleLo method has several advantages over currently utilised cleaning techniques and achieves a higher cleaning and event discovery rate.