Concepedia

Point Anomaly Detection

Point Anomaly Detection is a type of anomaly detection task in time series analysis that identifies individual data points deviating significantly from the normal pattern of the surrounding data, distinguished by the isolation of anomalous instances at the level of single observations rather than sequences or patterns.

44

Publications

1.5K

Citations

144

Authors

63

Institutions

Publications per year

2017–2026

34

Variants

Point-based Anomaly Detection

Parents

Publications

44

Fast Anomaly Identification Based on Multiaspect Data Streams for Intelligent Intrusion Detection Toward Secure Industry 4.0

Lianyong Qi, Yihong Yang, Xiaokang Zhou et al. · IEEE Transactions on Industrial Informatics · 2021 · 156 citations

, , +17

Volume under the surface

John Paparrizos, Paul Boniol, Themis Palpanas et al. · Proceedings of the VLDB Endowment · 2022 · 111 citations

, , +15

Fault Detection for Point Machines: A Review, Challenges, and Perspectives

Xiaoxi Hu, Tao Tang, Lei Tan et al. · Actuators · 2023 · 99 citations · Full text

, , +16

Group Anomaly Detection using Flexible Genre Models

Liang Xiong, Barnabás Póczos, Jeff Schneider · Figshare · 2018 · 86 citations · Full text

, , +9

Contextual Anomaly Detection in Big Sensor Data

Miriam A. M. Capretz · 2014 · 84 citations

, , +14

1–5 of 44

Authors

144

  1. LX
    Liang Xiong

    Carnegie Mellon University, United States

    3 publications · 176 citations

    3

    h-index

  2. JS
    Jeff Schneider

    Carnegie Mellon University, United States

    3 publications · 176 citations

    3

    h-index

  3. BP
    Barnabás Póczos

    Carnegie Mellon University, United States

    3 publications · 176 citations

    3

    h-index

  4. AT
    Alexander T. M. Fisch

    Lancaster University, United Kingdom

    3 publications · 52 citations

    3

    h-index

  5. PF
    Paul Fearnhead

    Lancaster University, United Kingdom

    3 publications · 52 citations

    3

    h-index

1–5 of 144

Institutions

63

  1. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    12 publications

    558 citations

  2. University of Washington

    Seattle, United States

    2 h-index

    2 publications

    90 citations

  3. Lancaster University

    Lancaster, United Kingdom

    2 h-index

    6 publications

    96 citations

  4. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    2 h-index

    3 publications

    56 citations

  5. Shandong Normal University

    Jinan, China

    2 h-index

    6 publications

    106 citations

  6. University of Leeds

    Leeds, United Kingdom

    1 h-index

    2 publications

    56 citations

  7. China XD Group (China)

    Xi'an, China

    1 h-index

    1 publications

    12 citations

  8. Seattle University

    Seattle, United States

    1 h-index

    1 publications

    77 citations

1–8 of 63

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 79 citations

    4

    h-index

  2. IEEE Access

    1 publications · 37 citations

    2

    h-index

  3. Figshare

    Repository · 2 publications · 99 citations

    2

    h-index

  4. 1

    h-index

  5. 1

    h-index

1–5