- clean and publish rest of experiments
- finish documetntation
This repository contains the experiments of the paper "Unsupervised Signature Extraction from forensic logs."
- python3.5, python3-pip, python3-venv
- python3 -m venv .env
- tensorflow==1.0.1
- ipython3 notebook
Datasets (https://www.usenix.org/cfdr-data)
- BlueGene/L: http://0b4af6cdc2f0c5998459-c0245c5c937c5dedcca3f1764ecc9b2f.r43.cf2.rackcdn.com/hpc4/bgl2.gz
- Spirit2: http://0b4af6cdc2f0c5998459-c0245c5c937c5dedcca3f1764ecc9b2f.r43.cf2.rackcdn.com/hpc4/spirit2.gz
Paper of IPLoM:
- Title: 2012, Makanju et al., "A lightweight algorithm for message type extraction in system application logs"
- DOI: http://dx.doi.org/10.1109/TKDE.2011.138
- Title: 2014, He et al. , "An Evaluation Study on Log Parsing and Its Use in Log Mining"
- Link: http://jiemingzhu.github.io/pub/pjhe_dsn2016.pdf
- SourceCode: https://github.com/cuhk-cse/logparser/commit/d3fe123235899a2cf2d454434a3eb1a1222f03bd
- Title: 2015, Vaarandi et al. - LogCluster - A Data Clustering and Pattern Mining Algorithm for Event Logs
- SourceCode: https://github.com/ristov/logcluster/commit/eadbf25df94257dc3cf72bb79e672d257bbce616