Handbook of theoretical computer science (vol. B)
Classification Rules + Time = Temporal Rules
ICCS '02 Proceedings of the International Conference on Computational Science-Part I
A Framework for Temporal Data Mining
DEXA '98 Proceedings of the 9th International Conference on Database and Expert Systems Applications
Discovering Temporal Association Rules: Algorithms, Language and System
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
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The theoretical framework we proposed, based on first-order temporal logic, permits to define the main notions used in temporal data mining (event, temporal rule) in a formal way. The concept of consistent linear time structure allows us to introduce the notions of general interpretation and of confidence. These notions open the possibility to use statistical approaches in the design of algorithms for inferring higher order temporal rules, denoted temporal meta-rules.