Assessing the impact of bag-of-words versus word-to-vector embedding methods and dimension reduction on anomaly detection from log files

Ziyu Qiu, Zhilei Zhou, Brad Niblett, Andrew Johnston, Jeffrey Schwartzentruber, Nur Zincir-Heywood, Malcolm I. Heywood. Assessing the impact of bag-of-words versus word-to-vector embedding methods and dimension reduction on anomaly detection from log files. Int. Journal of Network Management, 34(1), January/February 2024. [doi]

@article{QiuZNJSZH24,
  title = {Assessing the impact of bag-of-words versus word-to-vector embedding methods and dimension reduction on anomaly detection from log files},
  author = {Ziyu Qiu and Zhilei Zhou and Brad Niblett and Andrew Johnston and Jeffrey Schwartzentruber and Nur Zincir-Heywood and Malcolm I. Heywood},
  year = {2024},
  month = {January/February},
  doi = {10.1002/nem.2251},
  url = {https://doi.org/10.1002/nem.2251},
  researchr = {https://researchr.org/publication/QiuZNJSZH24},
  cites = {0},
  citedby = {0},
  journal = {Int. Journal of Network Management},
  volume = {34},
  number = {1},
}