1 Y. Zhang, "Understanding bag-of-words model : A statistical framework" 1 (1): 43-52, 2010
2 J. Zhu, "Tools and benchmarks for automated log parsing" 121-130, 2019
3 M. Landauer, "System log clustering approaches for cyber security applications : A survey" 92 : 101739-101756, 2020
4 K. Erk, "Representing words as regions in vector space" 57-65, 2009
5 Y. Liu, "New machine learning algorithm : Random forest" 246-252, 2012
6 "NLP based log analysis test"
7 J. Raffety, "Multi-source log clustering in distributed systems" 31-41, 2020
8 W. Meng, "LogAnomaly : Unsupervised detection of sequential and quantitative anomalies in unstructured logs" 4739-4745, 2019
9 Z. Chen, "Experience report : Deep learning-based system log analysis for anomaly detection"
10 P. He, "Drain: An online log parsing approach with fixed depth tree" 33-40, 2017
1 Y. Zhang, "Understanding bag-of-words model : A statistical framework" 1 (1): 43-52, 2010
2 J. Zhu, "Tools and benchmarks for automated log parsing" 121-130, 2019
3 M. Landauer, "System log clustering approaches for cyber security applications : A survey" 92 : 101739-101756, 2020
4 K. Erk, "Representing words as regions in vector space" 57-65, 2009
5 Y. Liu, "New machine learning algorithm : Random forest" 246-252, 2012
6 "NLP based log analysis test"
7 J. Raffety, "Multi-source log clustering in distributed systems" 31-41, 2020
8 W. Meng, "LogAnomaly : Unsupervised detection of sequential and quantitative anomalies in unstructured logs" 4739-4745, 2019
9 Z. Chen, "Experience report : Deep learning-based system log analysis for anomaly detection"
10 P. He, "Drain: An online log parsing approach with fixed depth tree" 33-40, 2017
11 M. Du, "Deeplog: Anomaly detection and diagnosis from system logs through deep learning" 1285-1298, 2017
12 T. van Ede, "DEEPCASE : Semi-supervised contextual analysis of security events" 522-539, 2022
13 C. Wan, "Composite feature extraction and selection for text classification" 7 : 35208-35219, 2019
14 R. Yang, "An online log template extraction method based on hierarchical clustering" 2019 (2019): 882-895, 2019
15 Z. Liu, "An integrated method for anomaly detection from massive system logs" 6 : 30602-30611, 2018
16 "AI competition for predicting security risk level through log analysis"
17 S. He, "A survey on automated log analysis for reliability engineering" 54 (54): 1-37, 2021