Concepedia

Transformer-based Anomaly Detection

Transformer-Based Anomaly Detection is a method for identifying anomalous patterns in time series data by leveraging the self-attention mechanism of transformer architectures to model long-range temporal dependencies more effectively than traditional sequential models.

157

Publications

12.9K

Citations

644

Authors

251

Institutions

Publications per year

2017–2026

152

Parents

Publications

157

Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting

Shiyang Li, Xiaoyong Jin, Yao Xuan et al. · arXiv (Cornell University) · 2019 · 1K citations · Full text

, , +16

Transformers in Time Series: A Survey

Qingsong Wen, Tian Zhou, Chaoli Zhang et al. · 2023 · 999 citations · Full text

, , +16

TranAD

Shreshth Tuli, Giuliano Casale, Nicholas R. Jennings · Proceedings of the VLDB Endowment · 2022 · 829 citations

, , +16

Electricity Theft Detection in AMI Using Customers’ Consumption Patterns

Paria Jokar, Nasim Arianpoo, Victor C. M. Leung · IEEE Transactions on Smart Grid · 2015 · 737 citations

, , +11

Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT

Zekai Chen, Dingshuo Chen, Xiao Zhang et al. · arXiv (Cornell University) · 2021 · 535 citations · Full text

, , +16

1–5 of 157

Authors

644

  1. CP
    Claudio Piciarelli

    University of Udine, Italy

    3 publications · 402 citations

    3

    h-index

  2. PK
    Pankaj Kumar Mishra

    University of Udine, Italy

    3 publications · 402 citations

    3

    h-index

  3. WU
    Waseem Ullah

    Sejong University, South Korea

    3 publications · 194 citations

    3

    h-index

  4. SW
    Sung Wook Baik

    Sejong University, South Korea

    3 publications · 194 citations

    3

    h-index

  5. CL
    Chengliang Liu

    Harbin Institute of Technology, China

    3 publications · 148 citations

    3

    h-index

1–5 of 644

Institutions

251

  1. Tsinghua University

    Beijing, China

    7 h-index

    21 publications

    1.6K citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    6 h-index

    21 publications

    2.5K citations

  3. Harbin Institute of Technology

    Harbin, China

    6 h-index

    21 publications

    1.6K citations

  4. Korea University

    Seoul, South Korea

    4 h-index

    10 publications

    1K citations

  5. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    10 publications

    475 citations

  6. University of Udine

    Udine, Italy

    3 h-index

    12 publications

    1.6K citations

  7. Xidian University

    Xi'an, China

    3 h-index

    11 publications

    1K citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    3 h-index

    6 publications

    388 citations

1–8 of 251

Venues

  1. arXiv (Cornell University)

    Repository · 11 publications · 2.2K citations

    11

    h-index

  2. IEEE Access

    10 publications · 648 citations

    9

    h-index

  3. 5

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 3 publications · 318 citations

    3

    h-index

  5. Sensors

    3 publications · 75 citations

    3

    h-index

1–5