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| Tools | References |
| :--- | :--- |
| SLCT | [**IPOM'03**] Risto Vaarandi. [A Data Clustering Algorithm for Mining Patterns from Event Logs](http://www.quretec.com/u/vilo/edu/2003-04/DM_seminar_2003_II/ver1/P12/slct-ipom03-web.pdf), 2003 |
| AEL | [**QSIC'08**] Zhen Ming Jiang, Ahmed E. Hassan, Parminder Flora, Gilbert Hamann. [Abstracting Execution Logs to Execution Events for Enterprise Applications](https://www.researchgate.net/publication/4366728_Abstracting_Execution_Logs_to_Execution_Events_for_Enterprise_Applications_Short_Paper), 2008<br> [**JSME'08**] Zhen Ming Jiang, Ahmed E. Hassan, Gilbert Hamann, Parminder Flora. [An Automated Approach for Abstracting Execution Logs to Execution Events](http://www.cse.yorku.ca/~zmjiang/publications/jsme2008.pdf), 2008 |
| IPLoM | [**KDD'09**] Adetokunbo Makanju, A. Nur Zincir-Heywood, Evangelos E. Milios. [Clustering Event Logs Using Iterative Partitioning](https://web.cs.dal.ca/~makanju/publications/paper/kdd09.pdf), 2009<br> [**TKDE'12**] Adetokunbo Makanju, A. Nur Zincir-Heywood, Evangelos E. Milios. [A Lightweight Algorithm for Message Type Extraction in System Application Logs](http://ieeexplore.ieee.org/abstract/document/5936060/), 2012 |
| LKE | [**ICDM'09**] Qiang Fu, Jian-Guang Lou, Yi Wang, Jiang Li. [Execution Anomaly Detection in Distributed Systems through Unstructured Log Analysis](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/DM790-CR.pdf), 2009 |
| LFA | [**MSR'10**] Meiyappan Nagappan, Mladen A. Vouk. [Abstracting Log Lines to Log Event Types for Mining Software System Logs](http://www.se.rit.edu/~mei/publications/pdfs/Abstracting-Log-Lines-to-Log-Event-Types-for-Mining-Software-System-Logs.pdf), 2010|
| LogSig | [**CIKM'11**] Liang Tang, Tao Li, Chang-Shing Perng. [LogSig: Generating System Events from Raw Textual Logs](https://users.cs.fiu.edu/~taoli/pub/liang-cikm2011.pdf), 2011 |
| SHISO | [**SCC'13**] Masayoshi Mizutani. [Incremental Mining of System Log Format](http://ieeexplore.ieee.org/document/6649746/), 2013|
| LogCluster | [**CNSM'15**] Risto Vaarandi, Mauno Pihelgas. [LogCluster - A Data Clustering and Pattern Mining Algorithm for Event Logs](http://dl.ifip.org/db/conf/cnsm/cnsm2015/1570161213.pdf), 2015 |
| LenMa | [**CNSM'15**] Keiichi Shima. [Length Matters: Clustering System Log Messages using Length of Words](https://arxiv.org/pdf/1611.03213.pdf), 2015. |
| LogMine | [**CIKM'16**] Hossein Hamooni, Biplob Debnath, Jianwu Xu, Hui Zhang, Geoff Jiang, Adbullah Mueen. [LogMine: Fast Pattern Recognition for Log Analytics](http://www.cs.unm.edu/~mueen/Papers/LogMine.pdf), 2016 |
| Spell | [**ICDM'16**] Min Du, Feifei Li. [Spell: Streaming Parsing of System Event Logs](https://www.cs.utah.edu/~lifeifei/papers/spell.pdf), 2016 |
| Drain | [**ICWS'17**] Pinjia He, Jieming Zhu, Zibin Zheng, and Michael R. Lyu. [Drain: An Online Log Parsing Approach with Fixed Depth Tree](https://jiemingzhu.github.io/pub/pjhe_icws2017.pdf), 2017 |
| MoLFI | [**ICPC'18**] Salma Messaoudi, Annibale Panichella, Domenico Bianculli, Lionel Briand, Raimondas Sasnauskas. [A Search-based Approach for Accurate Identification of Log Message Formats](http://publications.uni.lu/bitstream/10993/35286/1/ICPC-2018.pdf), 2018 |
| SLCT | [**IPOM'03**] [A Data Clustering Algorithm for Mining Patterns from Event Logs](http://www.quretec.com/u/vilo/edu/2003-04/DM_seminar_2003_II/ver1/P12/slct-ipom03-web.pdf), by Risto Vaarandi. |
| AEL | [**QSIC'08**] [Abstracting Execution Logs to Execution Events for Enterprise Applications](https://www.researchgate.net/publication/4366728_Abstracting_Execution_Logs_to_Execution_Events_for_Enterprise_Applications_Short_Paper), by Zhen Ming Jiang, Ahmed E. Hassan, Parminder Flora, Gilbert Hamann. <br> [**JSME'08**] [An Automated Approach for Abstracting Execution Logs to Execution Events](http://www.cse.yorku.ca/~zmjiang/publications/jsme2008.pdf), by Zhen Ming Jiang, Ahmed E. Hassan, Gilbert Hamann, Parminder Flora. |
| IPLoM | [**KDD'09**] [Clustering Event Logs Using Iterative Partitioning](https://web.cs.dal.ca/~makanju/publications/paper/kdd09.pdf), by Adetokunbo Makanju, A. Nur Zincir-Heywood, Evangelos E. Milios. <br> [**TKDE'12**] [A Lightweight Algorithm for Message Type Extraction in System Application Logs](http://ieeexplore.ieee.org/abstract/document/5936060/), by Adetokunbo Makanju, A. Nur Zincir-Heywood, Evangelos E. Milios. |
| LKE | [**ICDM'09**] [Execution Anomaly Detection in Distributed Systems through Unstructured Log Analysis](https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/DM790-CR.pdf), by Qiang Fu, Jian-Guang Lou, Yi Wang, Jiang Li. |
| LFA | [**MSR'10**] [Abstracting Log Lines to Log Event Types for Mining Software System Logs](http://www.se.rit.edu/~mei/publications/pdfs/Abstracting-Log-Lines-to-Log-Event-Types-for-Mining-Software-System-Logs.pdf), by Meiyappan Nagappan, Mladen A. Vouk. |
| LogSig | [**CIKM'11**] [LogSig: Generating System Events from Raw Textual Logs](https://users.cs.fiu.edu/~taoli/pub/liang-cikm2011.pdf), by Liang Tang, Tao Li, Chang-Shing Perng. |
| SHISO | [**SCC'13**] [Incremental Mining of System Log Format](http://ieeexplore.ieee.org/document/6649746/), by Masayoshi Mizutani. |
| LogCluster | [**CNSM'15**] [LogCluster - A Data Clustering and Pattern Mining Algorithm for Event Logs](http://dl.ifip.org/db/conf/cnsm/cnsm2015/1570161213.pdf), by Risto Vaarandi, Mauno Pihelgas. |
| LenMa | [**CNSM'15**] [Length Matters: Clustering System Log Messages using Length of Words](https://arxiv.org/pdf/1611.03213.pdf), by Keiichi Shima. |
| LogMine | [**CIKM'16**] [LogMine: Fast Pattern Recognition for Log Analytics](http://www.cs.unm.edu/~mueen/Papers/LogMine.pdf), by Hossein Hamooni, Biplob Debnath, Jianwu Xu, Hui Zhang, Geoff Jiang, Adbullah Mueen. |
| Spell | [**ICDM'16**] [Spell: Streaming Parsing of System Event Logs](https://www.cs.utah.edu/~lifeifei/papers/spell.pdf), by Min Du, Feifei Li. |
| Drain | [**ICWS'17**] [Drain: An Online Log Parsing Approach with Fixed Depth Tree](https://jiemingzhu.github.io/pub/pjhe_icws2017.pdf), by Pinjia He, Jieming Zhu, Zibin Zheng, and Michael R. Lyu. |
| MoLFI | [**ICPC'18**] [A Search-based Approach for Accurate Identification of Log Message Formats](http://publications.uni.lu/bitstream/10993/35286/1/ICPC-2018.pdf), by Salma Messaoudi, Annibale Panichella, Domenico Bianculli, Lionel Briand, Raimondas Sasnauskas. |

### Usage
Please follow the [installation steps](https://logparser.readthedocs.io/en/latest/installation/dependency.html) and [demo](https://logparser.readthedocs.io/en/latest/demo.html) in the docs to get started.
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