Concepedia

Autoencoder-based Anomaly Detection

Autoencoder-Based Anomaly Detection is a method for identifying anomalous patterns in time series data by leveraging an autoencoder neural network to model normal behavior and detecting anomalies through reconstruction error deviation.

1K

Publications

69.6K

Citations

3.7K

Authors

1.1K

Institutions

Publications per year

2017–2026

1K

Parents

Publications

1K

MVTec AD — A Comprehensive Real-World Dataset for Unsupervised Anomaly Detection

Paul Bergmann, Michael Fauser, David Sattlegger et al. · 2019 · 1.8K citations

, , +16

Memorizing Normality to Detect Anomaly: Memory-Augmented Deep Autoencoder for Unsupervised Anomaly Detection

Dong Gong, Lingqiao Liu, Vuong Le et al. · 2019 · 1.7K citations

, , +14

Anomaly Detection with Robust Deep Autoencoders

Chong Zhou, Randy Paffenroth · 2017 · 1.4K citations

, , +16

Anomaly Detection Using Autoencoders with Nonlinear Dimensionality Reduction

Mayu Sakurada, Takehisa Yairi · 2014 · 1.3K citations

, , +15

Variational autoencoder based anomaly detection using reconstruction probability

Jubai An · 2015 · 1.2K citations

, , +11

1–5 of 1K

Authors

3.7K

  1. YL
    Yunsong Li

    Xidian University, China

    8 publications · 616 citations

    8

    h-index

  2. WX
    Weiying Xie

    Xidian University, China

    7 publications · 570 citations

    7

    h-index

  3. MP
    M. Pierini

    European Organization for Nuclear Research, Switzerland

    6 publications · 284 citations

    6

    h-index

  4. JC
    Jinglong Chen

    Xi'an Jiaotong University, China

    6 publications · 286 citations

    6

    h-index

  5. MS
    Mohammad Sabokrou

    Institute for Research in Fundamental Sciences, Iran

    6 publications · 867 citations

    6

    h-index

1–5 of 3.7K

Institutions

1.1K

  1. University of Chinese Academy of Sciences

    Beijing, China

    16 h-index

    44 publications

    2.6K citations

  2. Xidian University

    Xi'an, China

    16 h-index

    65 publications

    3.9K citations

  3. Tsinghua University

    Beijing, China

    16 h-index

    59 publications

    12.3K citations

  4. Chinese Academy of Sciences

    Beijing, China

    16 h-index

    51 publications

    3.1K citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    15 h-index

    43 publications

    3.6K citations

  6. China University of Geosciences

    Wuhan, China

    13 h-index

    39 publications

    2.3K citations

  7. Harbin Institute of Technology

    Harbin, China

    12 h-index

    56 publications

    2K citations

  8. University of Electronic Science and Technology of China

    Chengdu, China

    12 h-index

    38 publications

    1.9K citations

1–8 of 1.1K

Venues

  1. IEEE Access

    49 publications · 3.1K citations

    31

    h-index

  2. arXiv (Cornell University)

    Repository · 53 publications · 2.4K citations

    26

    h-index

  3. Sensors

    35 publications · 1.6K citations

    24

    h-index

  4. 18

    h-index

  5. Applied Sciences

    16 publications · 506 citations

    15

    h-index

1–5