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Log data is a crucial resource for recording system events and states during system execution.
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Ding Yuan, Soyeon Park and Yuanyuan Zhou · 2012
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“Log2: A Cost-Aware Logging Mechanism for Performance Diagnosis”
Rui Ding et al · 2015
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“MLC: An efficient multi-level log compression method for cloud backup systems”
Bo Feng, Chentao Wu and Jie Li · 2016
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“Experience report: system log analysis for anomaly detection”
Shilin He, Jieming Zhu, Pinjia He and Michael Lyu · 2016
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“Spell: Streaming parsing of system event logs”
Min Du and Feifei Li · 2016
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“Logmine: Fast pattern recognition for log analytics”
Hossein Hamooni et al · 2016
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“Deeplog: Anomaly detection and diagnosis from system logs through deep learning”
Min Du, Feifei Li, Guineng Zheng and Vivek Srikumar · 2017
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“Log20: Fully automated optimal placement of log printing statements under specified overhead threshold”
Xu Zhao et al · 2017
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“Drain: An online log parsing approach with fixed depth tree”
Pinjia He, Jieming Zhu, Zibin Zheng and Michael Lyu · 2017
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“An automated approach to estimating code coverage measures via execution logs”
Boyuan Chen et al · 2018
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“Log-based cloud monitoring system for OpenStack”
Vaibhav Agrawal, Devanjal Kotia, Kamelia Moshirian and Mihui Kim · 2018
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“Log4perf: Suggesting logging locations for web-based systems’ performance monitoring”
Kundi Yao et al · 2018
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“Identifying impactful service system problems via log analysis”
Shilin He et al · 2018
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“Characterizing the natural language descriptions in software logging statements”
Pinjia He, Zhuangbin Chen, Shilin He and Michael Lyu · 2018
“DeepTraLog: Trace-log combined microservice anomaly detection through graph-based deep learning”
Chenxi Zhang et al · 2022
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“Going through the Life Cycle of Faults in Clouds: Guidelines on Fault Handling”
Xiaoyun Li et al · 2022
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“Log-based anomaly detection with deep learning: How far are we?”
Van-Hoang Le and Hongyu Zhang · 2022
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“Logging Storage Pricing” [Online], https://cloud.google.com/stackdriver/pricing , 2023
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“LogReducer: Identify and Reduce Log Hotspots in Kernel on the Fly”
Guangba Yu et al · 2023
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“7za tool” [Online], https://linux.die.net/man/1/7za , 2023
2023
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“NanoLog: A Nanosecond Scale Logging System”
Stephen Yang, Seo Park and John. Ousterhout · 2018
Cited alongside, same era.
“A directed acyclic graph approach to online log parsing”
Pinjia He et al · 2018
Cited alongside, same era.
“LogAnomaly: Unsupervised Detection of Sequential and Quantitative Anomalies in Unstructured Logs.”
Weibin Meng et al · 2019
Cited alongside, same era.
“Latent error prediction and fault localization for microservice applications by learning from system trace logs”
Xiang Zhou et al · 2019
Cited alongside, same era.
“Logzip: Extracting Hidden Structures via Iterative Clustering for Log Compression”
Jinyang Liu et al · 2019
Cited alongside, same era.
“DeepZip: Lossless Data Compression Using Recurrent Neural Networks”
Mohit Goyal, Kedar Tatwawadi, Shubham Chandak and Idoia Ochoa · 2019
Cited alongside, same era.
“The gzip home page” [Online], https://www.gzip.org , 2023
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“The bzip2 home page” [Online], https://sourceware.org/bzip2/ , 2023
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“LogHub Datasets” [Online], https://zenodo.org/record/3227177 , 2023
2023
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“Studying Logging Practice in Machine Learning-based Applications”
Patrick Foalem, Foutse Khomh and Heng Li · 2023
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“SwissLog: Robust Anomaly Detection and Localization for Interleaved Unstructured Logs”
Xiaoyun Li et al · 2023
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“Log Parsing with Prompt-based Few-shot Learning”
Van-Hoang Le and Hongyu Zhang · 2023
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“ELK Stack” [Online], https://www.elastic.co/elastic-stack , 2023
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“LogGrep: Fast and Cheap Cloud Log Storage by Exploiting both Static and Runtime Patterns”
Junyu Wei et al · 2023
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“Semi-supervised and unsupervised anomaly detection by mining numerical workflow relations from system logs”
Bo Zhang et al · 2023
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“Python Library tarfile” [Online], https://docs.python.org/3/library/tarfile.html , 2023
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“Open source code of LogZip” [Online], https://github.com/logpai/logzip , 2023
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“Open source code of LogReducer” [Online], https://github.com/THUBear-wjy/LogReducer , 2023
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“Speed comparison of programming languages” [Online], https://github.com/niklas-heer/speed-comparison , 2023
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“Which variables should i log?”
Zhongxin Liu et al · 2031
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