Concepedia

Explainable Anomaly Detection

Explainable Anomaly Detection is an anomaly detection framework that, as a subclass of interpretable machine learning methods, provides human-understandable justifications for detected anomalies by revealing the underlying decision logic and feature contributions that distinguish it from opaque anomaly detection models.

145

Publications

7.3K

Citations

550

Authors

228

Institutions

Publications per year

2017–2026

137

Parents

Publications

145

A Unifying Review of Deep and Shallow Anomaly Detection

Proceedings of the IEEE · 2021 · 812 citations · Full text

, , +12

Explainable deep learning for efficient and robust pattern recognition: A survey of recent developments

Xiao Bai, Xiang Wang, Xianglong Liu et al. · Pattern Recognition · 2021 · 306 citations · Full text

, , +15

BeatGAN: Anomalous Rhythm Detection using Adversarially Generated Time Series

Bin Zhou, Shenghua Liu, Bryan Hooi et al. · 2019 · 272 citations · Full text

, , +16

Explainable Intrusion Detection for Cyber Defences in the Internet of Things: Opportunities and Solutions

Nour Moustafa, Nickolaos Koroniotis, Marwa Keshk et al. · IEEE Communications Surveys & Tutorials · 2023 · 223 citations

, , +17

Explainable detection of myocardial infarction using deep learning models with Grad-CAM technique on ECG signals

V. Jahmunah, E. Y. K. Ng, Ru‐San Tan et al. · Computers in Biology and Medicine · 2022 · 197 citations

, , +17

1–5 of 145

Authors

550

  1. GP
    Guansong Pang

    Singapore Management University, Singapore

    4 publications · 201 citations

    4

    h-index

  2. LR
    Lukas Ruff

    Technische Universität Berlin, Germany

    3 publications · 130 citations

    3

    h-index

  3. MA
    Mustafa Abdallah

    Indiana University – Purdue University Indianapolis, United States

    3 publications · 155 citations

    3

    h-index

  4. NM
    Nour Moustafa

    UNSW Sydney, Australia

    3 publications · 531 citations

    3

    h-index

  5. TT
    Thomas Thüm

    Technische Universität Braunschweig, Germany

    3 publications · 103 citations

    3

    h-index

1–5 of 550

Institutions

228

  1. University of Kaiserslautern

    Kaiserslautern, Germany

    4 h-index

    8 publications

    382 citations

  2. University of Canberra

    Canberra, Australia

    3 h-index

    6 publications

    1.1K citations

  3. École Polytechnique

    Palaiseau, France

    3 h-index

    14 publications

    516 citations

  4. Technische Universität Berlin

    Berlin, Germany

    3 h-index

    9 publications

    381 citations

  5. UNSW Sydney

    Sydney, Australia

    3 h-index

    6 publications

    1.1K citations

  6. Indiana University – Purdue University Indianapolis

    Indianapolis, United States

    3 h-index

    9 publications

    465 citations

  7. University of Bari Aldo Moro

    Bari, Italy

    3 h-index

    11 publications

    467 citations

  8. Leiden University

    Leiden, The Netherlands

    3 h-index

    8 publications

    432 citations

1–8 of 228

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 398 citations

    12

    h-index

  2. IEEE Access

    9 publications · 687 citations

    9

    h-index

  3. Sensors

    3 publications · 143 citations

    3

    h-index

  4. Pattern Recognition

    3 publications · 360 citations

    3

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 2 publications · 164 citations

    2

    h-index

1–5