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Bat4CEP: a bat algorithm for mining of complex event processing rules

delete2022-03-11
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OA
AI
R
Ralf Bruns *
J
Jürgen Dunkel
DOI:10.1007/s10489-022-03256-2delete
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Abstract

Abstract

En 中文
Complex Event Processing (CEP) is a modern software technology for the dynamic analysis of continuous data streams. CEP is able of searching extremely large data streams in real time for the presence of event patterns. So far, specifying event patterns of CEP rules is still a manual task based on the expertise of domain experts. This paper presents a novel bat-inspired swarm algorithm for automatically mining CEP rule patterns that express the relevant causal and temporal relations hidden in data streams. The basic suitability and performance of the approach is proven by extensive evaluation with both synthetically generated data and real data from the traffic domain.
Keywords:
Bat algorithm
Swarm algorithm
Rule learning
Complex event processing

Journal

Applied Intelligence cover
Applied Intelligence
IF:
3.5
Papers:
7.6K
Citations:
1.7W

Organization

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