Concepedia

Semi-supervised Anomaly Detection

Semi-Supervised Anomaly Detection is a methodological framework within anomaly detection that leverages a subset of labeled data—typically only normal instances—combined with unlabeled data to learn a model that distinguishes anomalous from normal behavior by assuming most training data are normal while identifying deviations in time series observations.

295

Publications

16.2K

Citations

1K

Authors

418

Institutions

Publications per year

2017–2026

247

Parents

Publications

295

Fuzziness based semi-supervised learning approach for intrusion detection system

Rana Aamir Raza Ashfaq, Xizhao Wang, Joshua Zhexue Huang et al. · Information Sciences · 2016 · 550 citations

, , +14

An Overview of Deep Learning Based Methods for Unsupervised and Semi-Supervised Anomaly Detection in Videos

MDPI (MDPI AG) · 2018 · 484 citations · Full text

, , +16

Enhancing one-class support vector machines for unsupervised anomaly detection

Mennatallah Amer, Markus Goldstein, Slim Abdennadher · 2013 · 428 citations

, , +14

A survey on anomaly detection for technical systems using LSTM networks

B. Lindemann, Benjamin Maschler, Nada Sahlab et al. · Computers in Industry · 2021 · 425 citations · Full text

, , +16

Unsupervised Anomaly Detection With LSTM Neural Networks

Tolga Ergen, Süleyman S. Kozat · IEEE Transactions on Neural Networks and Learning Systems · 2019 · 367 citations · Full text

, , +16

1–5 of 295

Authors

1K

  1. WM
    Wannes Meert

    KU Leuven, Belgium

    4 publications · 253 citations

    4

    h-index

  2. WX
    Weiying Xie

    Xidian University, China

    3 publications · 219 citations

    3

    h-index

  3. MM
    Milad Memarzadeh

    University of California, Berkeley, United States

    3 publications · 61 citations

    3

    h-index

  4. QD
    Qian Du

    Mississippi State University, United States

    3 publications · 219 citations

    3

    h-index

  5. YL
    Yunsong Li

    Xidian University, China

    3 publications · 219 citations

    3

    h-index

1–5 of 1K

Institutions

418

  1. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    17 publications

    1.3K citations

  2. Sun Yat-sen University

    Guangzhou, China

    5 h-index

    15 publications

    584 citations

  3. Tsinghua University

    Beijing, China

    5 h-index

    10 publications

    519 citations

  4. KU Leuven

    Leuven, Belgium

    4 h-index

    13 publications

    834 citations

  5. Huazhong University of Science and Technology

    Wuhan, China

    4 h-index

    11 publications

    309 citations

  6. RWTH Aachen University

    Aachen, Germany

    4 h-index

    17 publications

    1.4K citations

  7. State Key Laboratory of Industrial Control Technology

    Hangzhou, China

    4 h-index

    11 publications

    315 citations

  8. Tencent (China)

    Shenzhen, China

    4 h-index

    6 publications

    337 citations

1–8 of 418

Venues

  1. arXiv (Cornell University)

    Repository · 19 publications · 446 citations

    14

    h-index

  2. IEEE Access

    13 publications · 784 citations

    12

    h-index

  3. Information Sciences

    7 publications · 980 citations

    7

    h-index

  4. 5

    h-index

  5. Expert Systems with Applications

    5 publications · 102 citations

    5

    h-index

1–5