Concepedia

Missing Data Robust Anomaly Detection

Missing Data Robust Anomaly Detection is an anomaly detection framework designed to reliably identify anomalous patterns in time series data while maintaining detection accuracy and model stability in the presence of significant proportions of missing data, distinguishing it from standard anomaly detection methods that assume complete or fully imputed data sequences.

20

Publications

1.3K

Citations

74

Authors

50

Institutions

Publications per year

2017–2026

15

Parents

Publications

20

Review and big data perspectives on robust data mining approaches for industrial process modeling with outliers and missing data

Jinlin Zhu, Zhiqiang Ge, Zhihuan Song et al. · Annual Reviews in Control · 2018 · 299 citations

, , +16

Network anomography

Yin Zhang⋆, Zihui Ge, Albert Greenberg et al. · 2005 · 214 citations

, , +17

Network anomography

Yin Zhang, Zihui Ge, Albert Greenberg et al. · 2005 · 156 citations

, , +17

ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection

Yuhang Chen, Chaoyun Zhang, Minghua Ma et al. · Proceedings of the VLDB Endowment · 2023 · 102 citations

, , +16

Imputation-based Time-Series Anomaly Detection with Conditional Weight-Incremental Diffusion Models

Chunjing Xiao, Zehua Gou, Wenxin Tai et al. · 2023 · 88 citations

, , +16

1–5 of 20

Authors

74

  1. JC
    Jinglong Chen

    Xi'an Jiaotong University, China

    2 publications · 60 citations

    2

    h-index

  2. ZG
    Zihui Ge

    AT&T (United States), United States

    2 publications · 370 citations

    2

    h-index

  3. AG
    Albert Greenberg

    AT&T (United States), United States

    2 publications · 370 citations

    2

    h-index

  4. JW
    Jun Wang

    Xi'an Jiaotong University, China

    2 publications · 60 citations

    2

    h-index

  5. ZL
    Zijun Liu

    Xi'an Jiaotong University, China

    2 publications · 60 citations

    2

    h-index

1–5 of 74

Institutions

50

  1. Sorbonne Université

    Paris, France

    2 h-index

    2 publications

    68 citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    4 publications

    150 citations

  3. Xi'an Jiaotong University

    Xi'an, China

    2 h-index

    6 publications

    180 citations

  4. University of Hong Kong

    Pok Fu Lam, Hong Kong

    2 h-index

    3 publications

    623 citations

  5. Zhejiang University of Technology

    Hangzhou, China

    2 h-index

    5 publications

    947 citations

  6. Commonwealth Scientific and Industrial Research Organisation

    Canberra, Australia

    1 h-index

    1 publications

    25 citations

  7. Chinese Academy of Sciences

    Beijing, China

    1 h-index

    1 publications

    20 citations

  8. Huazhong University of Science and Technology

    Wuhan, China

    1 h-index

    3 publications

    117 citations

1–8 of 50

Venues

  1. Reliability Engineering & System Safety

    2 publications · 59 citations

    2

    h-index

  2. Proceedings of the VLDB Endowment

    PVLDB · 1 publications · 102 citations

    1

    h-index

  3. IEEE Transactions on Cybernetics

    1 publications · 29 citations

    1

    h-index

  4. 1

    h-index

  5. 1

    h-index

1–5