Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Efficient mining of emerging patterns: discovering trends and differences
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining frequent patterns without candidate generation
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Increasing the opportunities for aging in place
CUU '00 Proceedings on the 2000 conference on Universal Usability
ACM Transactions on Information Systems (TOIS)
Efficient Mining of Intertransaction Association Rules
IEEE Transactions on Knowledge and Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
The Aware Home: A Living Laboratory for Ubiquitous Computing Research
CoBuild '99 Proceedings of the Second International Workshop on Cooperative Buildings, Integrating Information, Organization, and Architecture
MavHome: An Agent-Based Smart Home
PERCOM '03 Proceedings of the First IEEE International Conference on Pervasive Computing and Communications
Visualizing Association Rules for Text Mining
INFOVIS '99 Proceedings of the 1999 IEEE Symposium on Information Visualization
Mining Frequent Patterns without Candidate Generation: A Frequent-Pattern Tree Approach
Data Mining and Knowledge Discovery
A living laboratory for the design and evaluation of ubiquitous computing technologies
CHI '05 Extended Abstracts on Human Factors in Computing Systems
From visual data exploration to visual data mining: a survey
IEEE Transactions on Visualization and Computer Graphics
How smart are our environments? An updated look at the state of the art
Pervasive and Mobile Computing
Review: Ambient intelligence: Technologies, applications, and opportunities
Pervasive and Mobile Computing
Proceedings of the 2nd International Conference on PErvasive Technologies Related to Assistive Environments
Inhabitant guidance of smart environments
HCI'07 Proceedings of the 12th international conference on Human-computer interaction: interaction platforms and techniques
2-layer erroneous-plan recognition for dementia patients in smart homes
Healthcom'09 Proceedings of the 11th international conference on e-Health networking, applications and services
Abnormal human behavioral pattern detection in assisted living environments
Proceedings of the 3rd International Conference on PErvasive Technologies Related to Assistive Environments
Interpreting motion events of pairs of moving objects
Geoinformatica
Learning Algorithm for Human Activity Detection in Smart Environments
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Review: Situation identification techniques in pervasive computing: A review
Pervasive and Mobile Computing
Information Sciences: an International Journal
A method of abnormal habits recognition in intelligent space
Engineering Applications of Artificial Intelligence
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Motivated by a growing need for intelligent housing to accommodate ageing populations, we propose a novel application of intertransaction association rule (IAR) mining to detect anomalous behaviour in smart home occupants. An efficient mining algorithm that avoids the candidate generation bottleneck limiting the application of current IAR mining algorithms on smart home data sets is detailed. An original visual interface for the exploration of new and changing behaviours distilled from discovered patterns using a new process for finding emergent rules is presented. Finally, we discuss our observations on the emergent behaviours detected in the homes of two real world subjects.