Concepedia

Anomaly Detection Validation

Anomaly Detection Validation is a methodological framework within signal verification that systematically assesses the correctness, reliability, and generalization performance of anomaly detection models by distinguishing genuine anomalies from false positives through rigorously defined ground-truth benchmarks, statistical tests, and contextual coherence criteria.

31

Publications

1.7K

Citations

117

Authors

58

Institutions

Publications per year

2017–2026

18

Parents

Publications

31

Comparing anomaly-detection algorithms for keystroke dynamics

Kevin S. Killourhy, Roy A. Maxion · 2009 · 545 citations

, , +17

ADBench: Anomaly Detection Benchmark

Songqiao Han, Xiyang Hu, Hailiang Huang et al. · SSRN Electronic Journal · 2022 · 252 citations · Full text

, , +13

Towards a Rigorous Evaluation of Time-Series Anomaly Detection

Siwon Kim, Kukjin Choi, Hyun-Soo Choi et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2022 · 158 citations · Full text

, , +10

The need for simulation in evaluating anomaly detectors

Haakon Ringberg, Matthew Roughan, Jennifer Rexford · ACM SIGCOMM Computer Communication Review · 2008 · 70 citations

, , +17

Evaluating algorithms for anomaly detection in satellite telemetry data

Jakub Nalepa, Michał Myller, Jacek Andrzejewski et al. · Acta Astronautica · 2022 · 51 citations

, , +13

1–5 of 31

Authors

117

  1. SY
    Sungroh Yoon

    Seoul National University, South Korea

    2 publications · 169 citations

    2

    h-index

  2. SK
    Siwon Kim

    Seoul National University, South Korea

    2 publications · 169 citations

    2

    h-index

  3. KC
    Kukjin Choi

    Seoul National University, South Korea

    2 publications · 169 citations

    2

    h-index

  4. MA
    Mohd Aizaini Maarof

    University of Technology Malaysia, Malaysia

    2 publications · 27 citations

    2

    h-index

  5. HH
    Hailiang Huang

    Shanghai University of Finance and Economics, China

    2 publications · 267 citations

    2

    h-index

1–5 of 117

Institutions

58

  1. Arizona State University

    Tempe, United States

    2 h-index

    3 publications

    318 citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    4 publications

    1.6K citations

  3. Taiz University

    Ta‘izz, Yemen

    2 h-index

    2 publications

    27 citations

  4. University of Technology Malaysia

    Johor Bahru, Malaysia

    2 h-index

    4 publications

    54 citations

  5. Masaryk University

    Brno, Czechia

    1 h-index

    4 publications

    88 citations

  6. Bangladesh University of Engineering and Technology

    Dhaka, Bangladesh

    1 h-index

    3 publications

    72 citations

  7. Shanghai University of Finance and Economics

    Shanghai, China

    1 h-index

    1 publications

    252 citations

  8. Huawei Technologies (United States)

    Plano, United States

    1 h-index

    2 publications

    44 citations

1–8 of 58

Venues

  1. IEEE Access

    3 publications · 111 citations

    3

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 26 citations

    2

    h-index

  3. International Journal of Sensor Networks

    2 publications · 27 citations

    2

    h-index

  4. 1

    h-index

  5. Computer Vision and Pattern Recognition

    Conference · 1 publications · 14 citations

    1

    h-index

1–5