Concepedia

Probabilistic Anomaly Detection

Probabilistic Anomaly Detection is a methodological framework within anomaly detection in time series that characterizes normal behavior through probabilistic models and identifies anomalies as time points where the observed data exhibit significantly low likelihood under the estimated probability distribution.

273

Publications

16.6K

Citations

862

Authors

380

Institutions

Publications per year

2017–2026

113

Parents

Publications

273

Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network

Ya Su, Youjian Zhao, Chenhao Niu et al. · 2019 · 1.5K citations

, , +15

Variational autoencoder based anomaly detection using reconstruction probability

Jubai An · 2015 · 1.2K citations

, , +11

Anomaly Detection in Streams with Extreme Value Theory

Alban Siffer, Pierre-Alain Fouque, Alexandre Termier et al. · 2017 · 517 citations · Full text

, , +12

A survey of anomaly detection techniques in financial domain

Mohiuddin Ahmed, Abdun Naser Mahmood, Rafiqul Islam · Future Generation Computer Systems · 2015 · 511 citations

, , +14

Anomaly Detection over Noisy Data Using Learned Probability Distributions

Eleazar Eskin · 2000 · 489 citations · Full text

, , +13

1–5 of 273

Authors

862

  1. QZ
    Qing Zhao

    University of California, Davis, United States

    8 publications · 244 citations

    8

    h-index

  2. KC
    Kobi Cohen

    Ben-Gurion University of the Negev, Israel

    7 publications · 225 citations

    7

    h-index

  3. PW
    Peter Willett

    University of Connecticut, United States

    5 publications · 169 citations

    5

    h-index

  4. IC
    Ioannis Ch. Paschalidis

    Boston University, United States

    4 publications · 108 citations

    4

    h-index

  5. HG
    Huanbo Gao

    Dalian University of Technology, China

    3 publications · 226 citations

    3

    h-index

1–5 of 862

Institutions

380

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    11 h-index

    17 publications

    486 citations

  2. Cornell University

    Ithaca, United States

    5 h-index

    7 publications

    107 citations

  3. Xidian University

    Xi'an, China

    4 h-index

    14 publications

    624 citations

  4. UNSW Sydney

    Sydney, Australia

    4 h-index

    10 publications

    1.4K citations

  5. University of California, Davis

    Davis, United States

    4 h-index

    6 publications

    272 citations

  6. Ben-Gurion University of the Negev

    Beersheba, Israel

    4 h-index

    6 publications

    114 citations

  7. Harbin Institute of Technology

    Harbin, China

    4 h-index

    18 publications

    384 citations

  8. University of Connecticut

    Storrs, United States

    4 h-index

    5 publications

    195 citations

1–8 of 380

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 277 citations

    9

    h-index

  2. IEEE Transactions on Signal Processing

    7 publications · 260 citations

    7

    h-index

  3. Information Sciences

    4 publications · 149 citations

    4

    h-index

  4. Expert Systems with Applications

    4 publications · 169 citations

    4

    h-index

  5. Mechanical Systems and Signal Processing

    MSSP · 4 publications · 151 citations

    4

    h-index

1–5