Applications of inductive logic programming
Communications of the ACM
From data mining to knowledge discovery: current challenges and future directions
Advances in knowledge discovery and data mining
Facing Fault Management as It Is, Aiming for What You Would Like It to Be
Soft-Ware 2002 Proceedings of the First International Conference on Computing in an Imperfect World
Towards Autonomic Computing: Effective Event Management
SEW '02 Proceedings of the 27th Annual NASA Goddard Software Engineering Workshop (SEW-27'02)
A knowledge plane for the internet
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
Recovery Oriented Computing (ROC): Motivation, Definition, Techniques,
Recovery Oriented Computing (ROC): Motivation, Definition, Techniques,
Fault Identification in Computer Network A Review and a New Approach
Fault Identification in Computer Network A Review and a New Approach
Towards an Autonomic Computing Environment
DEXA '03 Proceedings of the 14th International Workshop on Database and Expert Systems Applications
The dawning of the autonomic computing era
IBM Systems Journal
Autonomic service deployment in networks
IBM Systems Journal
IBM Systems Journal
Fusing hard and soft computing for fault management in telecommunications systems
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Achieving Self-Healing in Autonomic Software Systems: a Case-Based Reasoning Approach
Proceedings of the 2005 conference on Self-Organization and Autonomic Informatics (I)
A concise introduction to autonomic computing
Advanced Engineering Informatics
Autonomic communications and the reflex unified fault management architecture
Advanced Engineering Informatics
Towards autonomic computing systems
Engineering Applications of Artificial Intelligence
A service management approach for self-healing wireless sensor networks
AN'06 Proceedings of the First IFIP TC6 international conference on Autonomic Networking
Autonomic agents for survivable security systems
EUC'05 Proceedings of the 2005 international conference on Embedded and Ubiquitous Computing
Case-based reasoning for autonomous service failure diagnosis and remediation in software systems
ECCBR'06 Proceedings of the 8th European conference on Advances in Case-Based Reasoning
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As the size and complexity of networks and communications continue to grow, there is a heightened need to develop new techniques capable of achieving a level of service with successful operations upon which users can place even more reliance. Key emerging strategies for meeting this demand is 'autonomic networks' and 'autonomic communications', concepts similar to autonomic computing while specific to the communications field. This paper considers the 'self-healing' aspect of autonomic networks, examining, in particular, techniques for event correlation to aid fault identification. A three-tier rule-discovery framework and associated support and analysis tools are described. These assist with the development, management and maintenance of correlation rules and beliefs.