Concepedia

Unsupervised Outlier Detection

Unsupervised Outlier Detection is an outlier detection approach that identifies anomalies in data without relying on labeled instances, distinguishing itself from supervised and semi-supervised methods by operating solely on unlabeled datasets under the assumption that outliers deviate significantly from the majority pattern.

329

Publications

22.6K

Citations

1.1K

Authors

489

Institutions

Publications per year

2017–2026

227

Parents

Publications

329

f-AnoGAN: Fast unsupervised anomaly detection with generative adversarial networks

Thomas Schlegl, Philipp Seeböck, Sebastian M. Waldstein et al. · Medical Image Analysis · 2019 · 1.5K citations

, , +11

Hierarchical Density Estimates for Data Clustering, Visualization, and Outlier Detection

Ricardo J. G. B. Campello, Davoud Moulavi, Arthur Zimek et al. · ACM Transactions on Knowledge Discovery from Data · 2015 · 857 citations · Full text

, , +17

A survey on unsupervised outlier detection in high‐dimensional numerical data

Arthur Zimek, Erich Schubert, Hans‐Peter Kriegel · Statistical Analysis and Data Mining The ASA Data Science Journal · 2012 · 856 citations

, , +11

Zero-Shot Learning Through Cross-Modal Transfer

Richard Socher, Milind Ganjoo · arXiv (Cornell University) · 2013 · 811 citations · Full text

, , +12

On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study

Guilherme O. Campos, Arthur Zimek, Jörg Sander et al. · Data Mining and Knowledge Discovery · 2016 · 732 citations · Full text

, , +14

1–5 of 329

Authors

1.1K

  1. AZ
    Arthur Zimek

    Ludwig-Maximilians-Universität München, Germany

    10 publications · 3.1K citations

    10

    h-index

  2. JS
    Jörg Sander

    University of Alberta, Canada

    8 publications · 2.2K citations

    8

    h-index

  3. RJ
    Ricardo J. G. B. Campello

    Universidade de São Paulo, Brazil

    8 publications · 2.2K citations

    8

    h-index

  4. YZ
    Yue Zhao

    Carnegie Mellon University, United States

    6 publications · 528 citations

    6

    h-index

  5. GP
    Guansong Pang

    Singapore Management University, Singapore

    6 publications · 427 citations

    6

    h-index

1–5 of 1.1K

Institutions

489

  1. National University of Defense Technology

    Changsha, China

    9 h-index

    32 publications

    893 citations

  2. University of Alberta

    Edmonton, Canada

    9 h-index

    15 publications

    4.6K citations

  3. Ludwig-Maximilians-Universität München

    Munich, Germany

    6 h-index

    15 publications

    4.4K citations

  4. Universidade de São Paulo

    São Paulo, Brazil

    6 h-index

    9 publications

    2.8K citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    12 publications

    565 citations

  6. The University of Melbourne

    Melbourne, Australia

    5 h-index

    13 publications

    922 citations

  7. Beihang University

    Beijing, China

    5 h-index

    12 publications

    263 citations

  8. University of Technology Sydney

    Sydney, Australia

    4 h-index

    12 publications

    1.1K citations

1–8 of 489

Venues

  1. arXiv (Cornell University)

    Repository · 20 publications · 1.4K citations

    15

    h-index

  2. Expert Systems with Applications

    7 publications · 208 citations

    7

    h-index

  3. Sensors

    7 publications · 191 citations

    7

    h-index

  4. Knowledge-Based Systems

    6 publications · 239 citations

    6

    h-index

  5. Data Mining and Knowledge Discovery

    6 publications · 1.5K citations

    6

    h-index

1–5