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Performance problem determination using combined dependency analysis for reliable system

Authors
Piao, S.[Piao, S.]Park, J.[Park, J.]Lee, E.[Lee, E.]
Issue Date
2008
Keywords
Combined Dependency Analysis; Performance Problem Determination; Temporal Inference
Citation
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), v.5060 LNCS, pp.577 - 587
Indexed
SCOPUS
Journal Title
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume
5060 LNCS
Start Page
577
End Page
587
URI
https://scholarworks.bwise.kr/skku/handle/2021.sw.skku/82582
DOI
10.1007/978-3-540-69295-9_46
ISSN
0302-9743
Abstract
Performance problems such as Service Level Objective violations are determined by specific approach are particularly important since it can significantly improve system reliability. In this paper, we propose an improved performance problem determination mechanism by using combined dependency analysis. Using the proposed preprocessing in prior research, a compact model is created hierarchically. We use temporal inference which associates time with the created models and occurring symptoms, then post symptom into created model to provide probabilistic reasoning. The results of dependency reasoning are combined with the closeness evaluation between symptom and created model. Combined inference is applied according to the characteristic of environment knowledge. Using the improved combined approach enables us to extend problem localization in various situations and it provides much accurate and efficient problem determination technique for reliable system. Performance problem determination using the combined dependency analysis is illustrated to prove the availability and accuracy for improving system reliability. © 2008 Springer-Verlag Berlin Heidelberg.
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