Scatter/Gather: a cluster-based approach to browsing large document collections
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Finding interesting rules from large sets of discovered association rules
CIKM '94 Proceedings of the third international conference on Information and knowledge management
Combinatorial pattern discovery for scientific data: some preliminary results
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
PODS '96 Proceedings of the fifteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
Fast discovery of association rules
Advances in knowledge discovery and data mining
From contingency tables to various forms of knowledge in databases
Advances in knowledge discovery and data mining
Selecting and reporting what is interesting
Advances in knowledge discovery and data mining
Distributed network management with dynamic rule-based managing agents
Proceedings of the fifth IFIP/IEEE international symposium on Integrated network management V : integrated management in a virtual world: integrated management in a virtual world
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
NOAA—an expert system managing the telephone network
Proceedings of the fourth international symposium on Integrated network management IV
Discovery of Frequent Episodes in Event Sequences
Data Mining and Knowledge Discovery
Towards Fault Recovery and Management inCommunication Networks
Journal of Network and Systems Management
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Event Correlation in Heterogeneous Networks Using the OSI Management Framework
Proceedings of the IFIP TC6/WG6.6 Third International Symposium on Integrated Network Management with participation of the IEEE Communications Society CNOM and with support from the Institute for Educational Services
Identifying and Using Patterns in Sequential Data
ALT '93 Proceedings of the 4th International Workshop on Algorithmic Learning Theory
CPM '97 Proceedings of the 8th Annual Symposium on Combinatorial Pattern Matching
Discovery of frequent DATALOG patterns
Data Mining and Knowledge Discovery
Modeling KDD Processes within the Inductive Database Framework
DaWaK '99 Proceedings of the First International Conference on Data Warehousing and Knowledge Discovery
Dynamic syslog mining for network failure monitoring
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Parallel Bifold: Large-scale parallel pattern mining with constraints
Distributed and Parallel Databases
A practical scheme for MPLS fault monitoring and alarm correlation in backbone networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
MMACTEE'08 Proceedings of the 10th WSEAS International Conference on Mathematical Methods and Computational Techniques in Electrical Engineering
Association Analysis Techniques for Bioinformatics Problems
BICoB '09 Proceedings of the 1st International Conference on Bioinformatics and Computational Biology
Statistical analysis and prioritisation of alarms in mobile networks
International Journal of Business Intelligence and Data Mining
Information Sciences: an International Journal
Preprocessing expert system for mining association rules in telecommunication networks
Expert Systems with Applications: An International Journal
Managing power conservation in wireless networks
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
CueT: human-guided fast and accurate network alarm triage
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Human-guided machine learning for fast and accurate network alarm triage
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Event correlation for operations management of largescale IT systems
Proceedings of the 9th international conference on Autonomic computing
Mining complex event patterns in computer networks
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
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Fault management is an important but difficultarea of telecommunication network management: networksproduce large amounts of alarm information which must beanalyzed and interpreted before faults can be located. So called alarm correlation is acentral technique in fault identification. While the useof alarm correlation systems is quite popular andmethods for expressing the correlations are maturing, acquiring all the knowledge necessary forconstructing an alarm correlation system for a networkand its elements is difficult. We describe a novelpartial solution to the task of knowledge acquisition for correlation systems. We present a methodand a tool for the discovery of recurrent patterns ofalarms in databases; these patterns, episode rules, canbe used in the construction of real-time alarm correlation systems. We also present tools withwhich network management experts can browse the largeamounts of rules produced. The construction ofcorrelation systems becomes easier with these tools, as the episode rules provide a wealth ofstatistical information about recurrent phenomena in thealarm stream. This methodology has been implemented ina research system called TASA, which is used by several telecommunication operators. We briefly discussexperiences in the use of TASA.