Concepedia

Bayesian Anomaly Detection

Bayesian Anomaly Detection is a probabilistic framework for identifying anomalous observations in time series data by modeling uncertainty through Bayesian inference, distinguishing itself from other anomaly detection methods through its principled incorporation of prior knowledge and posterior updating to quantify the probability of anomalies.

191

Publications

11.9K

Citations

563

Authors

287

Institutions

Publications per year

2017–2026

83

Parents

Publications

191

1–5 of 191

Authors

563

  1. LM
    Leonardo M. Millefiori

    North Atlantic Treaty Organization, Belgium

    4 publications · 71 citations

    4

    h-index

  2. NF
    Nicola Forti

    North Atlantic Treaty Organization, Belgium

    4 publications · 71 citations

    4

    h-index

  3. PW
    Peter Willett

    University of Connecticut, United States

    4 publications · 108 citations

    4

    h-index

  4. PB
    Paolo Braca

    North Atlantic Treaty Organization, Belgium

    4 publications · 71 citations

    4

    h-index

  5. GF
    Gregory F. Cooper

    University of Pittsburgh, United States

    3 publications · 264 citations

    3

    h-index

1–5 of 563

Institutions

287

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    5 h-index

    10 publications

    570 citations

  2. University of Southern California

    Los Angeles, United States

    5 h-index

    10 publications

    610 citations

  3. University of Cambridge

    Cambridge, United Kingdom

    5 h-index

    12 publications

    382 citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    8 publications

    587 citations

  5. University of Connecticut

    Storrs, United States

    3 h-index

    4 publications

    150 citations

  6. Tsinghua University

    Beijing, China

    3 h-index

    11 publications

    646 citations

  7. North Atlantic Treaty Organization

    Brussels, Belgium

    3 h-index

    9 publications

    153 citations

  8. University of Maryland, College Park

    College Park, United States

    3 h-index

    7 publications

    351 citations

1–8 of 287

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 144 citations

    6

    h-index

  2. Expert Systems with Applications

    4 publications · 96 citations

    4

    h-index

  3. Biometrika

    3 publications · 361 citations

    3

    h-index

  4. Structural Control and Health Monitoring

    3 publications · 108 citations

    3

    h-index

  5. Sensors

    3 publications · 98 citations

    3

    h-index

1–5