Artificial Intelligence - Special issue on knowledge representation
Event correlation using rule and object based techniques
Proceedings of the fourth international symposium on Integrated network management IV
Proceedings of the fourth international symposium on Integrated network management IV
Intelligent filtering in network management systems
Proceedings of the fourth international symposium on Integrated network management IV
Event Correlation with Boxed Pomsets
FORTE '07 Proceedings of the 27th IFIP WG 6.1 international conference on Formal Techniques for Networked and Distributed Systems
A Human-Machine Cooperative Approach for Time Series Data Interpretation
AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine
Extracting trees of quantitative serial episodes
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
A data mining algorithm for inducing temporal constraint networks
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
Mining temporal constraint networks by seed knowledge extension
AIME'11 Proceedings of the 13th conference on Artificial intelligence in medicine
Human/computer interaction to learn scenarios from ICU multivariate time series
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
Mining of an alarm log to improve the discovery of frequent patterns
ICDM'04 Proceedings of the 4th international conference on Advances in Data Mining: applications in Image Mining, Medicine and Biotechnology, Management and Environmental Control, and Telecommunications
Extracting temporal patterns from interval-based sequences
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
On mining clinical pathway patterns from medical behaviors
Artificial Intelligence in Medicine
A complete chronicle discovery approach: application to activity analysis
Expert Systems: The Journal of Knowledge Engineering
Empowering self-diagnosis with self-modeling
Proceedings of the 8th International Conference on Network and Service Management
Discovering metric temporal constraint networks on temporal databases
Artificial Intelligence in Medicine
Bridging control and artificial intelligence theories for diagnosis: A survey
Engineering Applications of Artificial Intelligence
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We address the problem of knowledge acquisition for alarm correlation in a complex dynamic system like a telecommunications network. To reduce the amount of information coming from telecommunications equipment, one needs to preprocess the alarm stream and we propose here a way to acquire some knowledge to do that. The key idea is that only the frequent alarm sets are relevant for reducing the information stream: we aggregate frequent relevant information and suppress frequent noisy information. We propose algorithms for analysing alarm logs: first stage is to discover frequently occurring temporally-constrained alarm sets (called chronicles) and second stage is to filter them according to their interdependency level. We also show experimental results with an actual telecommunications ATM network.