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Logs are widely used in modern software system management because they are often the only data accessible that record system events at runtime.
G. Salton and C. Buckley, “Term weighting approaches in automatic text retrival,” Cornell, Tech. Rep., 1987
1987
Earlier work this paper cites.
R. Vaarandi, “A data clustering algorithm for mining patterns from event logs,” in IPOM’03: Proc. of the 3rd Workshop on IP Operations and Management , 2003
2003
Earlier work this paper cites.
F. Salfner, S. Tschirpke, and M. Malek, “Comprehensive logfiles for autonomic systems,” in IPDPS’04: Proc. of the 18th International Parallel and Distributed Processing Symposium , 2004
2004
Earlier work this paper cites.
A. Oliner and J. Stearley, “What supercomputers say: A study of five system logs,” in DSN’07 , 2007
2007
Earlier work this paper cites.
W. Xu, L. Huang, A. Fox, D. Patterson, and M. Jordon, “Detecting large-scale system problems by mining console logs,” in SOSP’09: Proc. of the ACM Symposium on Operating Systems Principles , 2009
2009
Earlier work this paper cites.
Q. Fu, J. Lou, Y. Wang, and J. Li, “Execution anomaly detection in distributed systems through unstructured log analysis,” in ICDM’09: Proc. of International Conference on Data Mining , 2009
2009
Earlier work this paper cites.
W. Xu, “System problem detection by mining console logs,” Ph.D. dissertation, University of California, Berkeley, 2010
2010
Earlier work this paper cites.
K. KC and X. Gu, “Elt: Efficient log-based troubleshooting system for cloud computing infrastructures,” in SRDS’11 Proc. of the 30th IEEE International Symposium on Reliable Distributed Systems , 2011
2011
Earlier work this paper cites.
L. Tang, T. Li, and C. Perng, “LogSig: generating system events from raw textual logs,” in CIKM’11: Proc. of ACM International Conference on Information and Knowledge Management , 2011
2011
Earlier work this paper cites.
I. Beschastnikh, Y. Brun, S. Schneider, M. Sloan, and M. Ernst, “Leveraging existing instrumentation to automatically infer invariant-constrained models,” in ESEC/FSE’11: Proc. of the 19th ACM SIGSOFT Symposium and the 13th European Conference on Foundations of Software Engineering , 2011
2011
Cited alongside, same era.
W. E. Wong, V. Debroy, R. Golden, X. Xu, and B. Thuraisingham, “Effective software fault localization using an rbf neural network,” TR’12: IEEE Transactions on Reliability , 2012
2012
Cited alongside, same era.
K. Nagaraj, C. Killian, and J. Neville, “structured comparative analysis of systems logs to diagnose performance problems,” in NSDI’12: Proc. of the 9th USENIX conference on Networked Systems Design and Implementation , 2012
2012
Cited alongside, same era.
A. Makanju, A. Zincir-Heywood, and E. Milios, “A lightweight algorithm for message type extraction in system application logs,” TKDE’12: IEEE Transactions on Knowledge and Data Engineering , 2012
2012
Facebook loses $24,420 a minute during outages (http://algerian–news.blogspot.hk/2014/10/facebook-loses-24420-minute-during.html)
2014
Later among the works it cites.
R. Ding, H. Zhou, J. Lou, H. Zhang, Q. Lin, Q. Fu, D. Zhang, and T. Xie, “Log2: A cost-aware logging mechanism for performance diagnosis,” in ATC’15: Proc. of the USENIX Annual Technical Conference , 2015
2015
Later among the works it cites.
D. Q. Zou, H. Qin, and H. Jin, “Uilog: Improving log-based fault diagnosis by log analysis,” Journal of Computer Science and Technology , vol. 31, no. 5, pp. 1038–1052, 2016
2016
Later among the works it cites.
M. Du and F. Li, “Spell: Streaming parsing of system event logs,” in ICDM’16 Proc. of the 16th International Conference on Data Mining , 2016
2016
Later among the works it cites.
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Cited alongside, same era.
W. Shang, Z. Jiang, H. Hemmati, B. Adams, A. Hassan, and P. Martin, “Assisting developers of big data analytics applications when deploying on hadoop clouds,” in ICSE’13: Proc. of the 35th International Conference on Software Engineering , 2013, pp. 402–411
2013
Cited alongside, same era.
H. Mi, H. Wang, Y. Zhou, M. R. Lyu, and H. Cai, “Toward fine-grained, unsupervised, scalable performance diagnosis for production cloud computing systems,” IEEE Transactions on Parallel and Distributed Systems , vol. 24, pp. 1245–1255, 2013
2013
Cited alongside, same era.
D. Lang, “Using SEC,” USENIX ;login: Magazine , vol. 38, 2013
2013
Cited alongside, same era.
M. Mizutani, “Incremental mining of system log format,” in SCC’13: Proc. of the 10th International Conference on Services Computing , 2013
2013
Cited alongside, same era.
One minute of data center downtime costs us$7,900 on average (http://www.datacenterdynamics.com/power-cooling/one-minute-of-data-center-downtime-costs-us7900-on-average/83956.fullarticle)
Cited in the paper.
The cost of downtime at the world’s biggest online retailer (https://www.upguard.com/blog/the-cost-of-downtime-at-the-worlds-biggest-online-retailer)
Cited in the paper.
Amazon ec2. [Online]. Available: https://aws.amazon.com/tw/ec2/
Cited in the paper.
Microsoft azure. [Online]. Available: https://azure.microsoft.com/
Cited in the paper.
2016
Later among the works it cites.
Q. Lin, H. Zhang, J. Lou, Y. Zhang, and X. Chen, “Log clustering based problem identification for online service systems,” in ICSE’16: Proc. of the 38th International Conference on Software Engineering , 2016
2016
Later among the works it cites.
P. He, J. Zhu, S. He, J. Li, and M. R. Lyu, “Towards automated log parsing for large-scale log data analysis,” IEEE Transactions on Dependable and Secure Computing , 2017 (accepted)
2017
Later among the works it cites.
P. He, J. Zhu, Z. Zheng, and M. R. Lyu, “Drain: An online log parsing approach with fixed depth tree,” in ICWS’17: Proc. of the 24th International Conference on Web Services , 2017
2017
Later among the works it cites.