- リポジトリ：[GitHub - logpai/loghub: A large collection of system log datasets for AI-powered log analytics](https://github.com/logpai/loghub) - 論文：[https://arxiv.org/pdf/2008.06448.pdf](https://arxiv.org/pdf/2008.06448) - Loghub-2.0:[[2024__ISSTA__A Large-Scale Evaluation for Log Parsing Techniques - How Far Are We?]] - [[2020__Loghub - A Large Collection of System Log Datasets towards Automated Log Analytics]] HDFS、Hadoop、Spark、Zookeeper、OpenStack、Linuxのシステムログなど。 [https://github.com/logpai/loghub#publications-using-these-datasets](https://github.com/logpai/loghub#publications-using-these-datasets) 以下の論文で使われている。 - [**ASE'19**] Jinyang Liu, Jieming Zhu, Shilin He, Pinjia He, Zibin Zheng, Michael R. Lyu. [Logzip: Extracting Hidden Structures via Iterative Clustering for Log Compression](https://github.com/logpai/loghub/blob/master). To appear in IEEE/ACM International Conference on Automated Software Engineering (ASE), 2019. - [**ICSE'19**] Jieming Zhu, Shilin He, Jinyang Liu, Pinjia He, Qi Xie, Zibin Zheng, Michael R. Lyu. [Tools and Benchmarks for Automated Log Parsing](https://arxiv.org/pdf/1811.03509.pdf). International Conference on Software Engineering (ICSE), 2019. - [**TKDE'18**] Min Du, Feifei Li. [Spell: Online Streaming Parsing of Large Unstructured System Logs](https://ieeexplore.ieee.org/abstract/document/8489912). IEEE Transactions on Knowledge and Data Engineering (TKDE), 2018. - [**TDSC'18**] Pinjia He, Jieming Zhu, Shilin He, Jian Li, Michael R. Lyu. [Towards Automated Log Parsing for Large-Scale Log Data Analysis](https://ieeexplore.ieee.org/document/8067504). IEEE Transactions on Dependable and Secure Computing (TDSC), 2018. - [**CCS'17**] Min Du, Feifei Li, Guineng Zheng, Vivek Srikumar. [DeepLog: Anomaly Detection and Diagnosis from System Logs through Deep Learning](https://acmccs.github.io/papers/p1285-duA.pdf). ACM Conference on Computer and Communications Security (CCS), 2017. - [**ICWS'17**] Pinjia He, Jieming Zhu, Zibin Zheng, Michael R. Lyu. [Drain: An Online Log Parsing Approach with Fixed Depth Tree](https://jiemingzhu.github.io/pub/pjhe_icws2017.pdf). IEEE International Conference on Web Services (ICWS), 2017. - [**ICSE'16**] Qingwei Lin, Hongyu Zhang, Jian-Guang Lou, Yu Zhang, Xuewei Chen. [Log Clustering Based Problem Identification for Online Service Systems](http://ieeexplore.ieee.org/document/7883294/). International Conference on Software Engineering (ICSE), 2016. - [**DSN'16**] Pinjia He, Jieming Zhu, Shilin He, Jian Li, Michael R. Lyu. [An Evaluation Study on Log Parsing and Its Use in Log Mining](https://jiemingzhu.github.io/pub/pjhe_dsn2016.pdf). IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), 2016. - [**ISSRE'16**] Shilin He, Jieming Zhu, Pinjia He, Michael R. Lyu. [Experience Report: System Log Analysis for Anomaly Detection](https://jiemingzhu.github.io/pub/slhe_issre2016.pdf). IEEE International Symposium on Software Reliability Engineering (ISSRE), 2016. - [**KDD'09**] Adetokunbo Makanju, A. Nur Zincir-Heywood, Evangelos E. Milios. [Clustering Event Logs Using Iterative Partitioning](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.503.7668&rep=rep1&type=pdf). ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2009. - [**SOSP'09**] Wei Xu, Ling Huang, Armando Fox, David A. Patterson, Michael I. Jordan. [Detecting Large-Scale System Problems by Mining Console Logs](https://www.sigops.org/sosp/sosp09/papers/xu-sosp09.pdf). ACM Symposium on Operating Systems Principles (SOSP), 2009. - [**DSN'07**] Adam J. Oliner, Jon Stearley. [What Supercomputers Say: A Study of Five System Logs](http://ieeexplore.ieee.org/document/4273008/). IEEE/IFIP International Conference on Dependable Systems and Networks (DSN), 2007.