Concepedia

Machine Learning For Log Analysis

Machine Learning for Log Analysis is a computational methodology that applies machine learning algorithms to automatically extract, classify, and infer patterns from system log data for the purpose of anomaly detection, fault diagnosis, or operational insight generation.

179

Publications

9.7K

Citations

667

Authors

252

Institutions

Publications per year

2017–2026

137

Parents

Publications

179

Detecting large-scale system problems by mining console logs

Wei Xu, Ling Huang, Armando Fox et al. · 2009 · 1.3K citations

, , +15

LogBERT: Log Anomaly Detection via BERT

Haixuan Guo, Shuhan Yuan, Xintao Wu · 2021 · 340 citations

, , +15

Failure Prediction in IBM BlueGene/L Event Logs

Yinglung Liang, Yanyong Zhang, Hui Xiong et al. · 2007 · 276 citations

, , +10

Synthetic well logs generation via Recurrent Neural Networks

Dongxiao Zhang, Yuntian Chen, Meng Jin · Petroleum Exploration and Development · 2018 · 264 citations · Full text

, , +14

Log-based Anomaly Detection Without Log Parsing

Van-Hoang Le, Hongyu Zhang · 2021 36th IEEE/ACM International Conference on Automated Software Engineering (ASE) · 2021 · 249 citations

, , +12

1–5 of 179

Authors

667

  1. WM
    Weibin Meng

    Tsinghua University, China

    7 publications · 416 citations

    7

    h-index

  2. HZ
    Hongyu Zhang

    University of Newcastle Australia, Australia

    5 publications · 669 citations

    5

    h-index

  3. SZ
    Shenglin Zhang

    Tsinghua University, China

    5 publications · 312 citations

    5

    h-index

  4. DP
    Dan Pei

    Tsinghua University, China

    5 publications · 312 citations

    5

    h-index

  5. LS
    Lei Song

    Baidu (China), China

    5 publications · 312 citations

    5

    h-index

1–5 of 667

Institutions

252

  1. Nankai University

    Tianjin, China

    6 h-index

    11 publications

    495 citations

  2. Tsinghua University

    Beijing, China

    6 h-index

    21 publications

    1.4K citations

  3. Huawei Technologies (China)

    Shenzhen, China

    6 h-index

    19 publications

    928 citations

  4. University of Newcastle Australia

    Newcastle, Australia

    5 h-index

    7 publications

    1.2K citations

  5. Baidu (China)

    Beijing, China

    5 h-index

    16 publications

    1K citations

  6. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    8 publications

    342 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    11 publications

    841 citations

  8. Beihang University

    Beijing, China

    4 h-index

    17 publications

    773 citations

1–8 of 252

Venues

  1. 4

    h-index

  2. Electronics

    5 publications · 216 citations

    4

    h-index

  3. Journal of Petroleum Science and Engineering

    3 publications · 276 citations

    3

    h-index

  4. IEEE Transactions on Network and Service Management

    TNSM · 3 publications · 116 citations

    3

    h-index

  5. arXiv (Cornell University)

    Repository · 2 publications · 32 citations

    2

    h-index

1–5