Concepedia

Supervised Outlier Detection

Supervised Outlier Detection is a type of outlier detection method that belongs to the class of supervised learning approaches, distinguished by its reliance on labeled training data containing both normal and anomalous instances to learn a model capable of classifying new instances as either normal or outliers.

31

Publications

1.3K

Citations

97

Authors

53

Institutions

Publications per year

2017–2026

23

Parents

Publications

31

A Survey of Outlier Detection Methods in Network Anomaly Identification

P. K. Gogoi, Dhruba K. Bhattacharyya, Bhogeswar Borah et al. · The Computer Journal · 2011 · 246 citations

, , +15

XGBOD: Improving Supervised Outlier Detection with Unsupervised Representation Learning

2018 · 98 citations · Full text

, , +17

Improving the Accuracy of Convolutional Neural Networks by Identifying and Removing Outlier Images in Datasets Using t-SNE

Husein Perez, J.H.M. Tah · Mathematics · 2020 · 98 citations · Full text

, , +16

Analyzing rare event, anomaly, novelty and outlier detection terms under the supervised classification framework

Ander Carreño, Iñaki Inza, José A. Lozano · Artificial Intelligence Review · 2019 · 65 citations

, , +16

A decomposition of the outlier detection problem into a set of supervised learning problems

Heiko Paulheim, Robert Meusel · Machine Learning · 2015 · 63 citations · Full text

, , +12

1–5 of 31

Authors

97

  1. AM
    Asad Masood Khattak

    Zayed University, United Arab Emirates

    2 publications · 31 citations

    2

    h-index

  2. JV
    Juha Valimaki

    1 publications · 30 citations

    1

    h-index

  3. SM
    Syed Mohd Faisal

    Aligarh Muslim University, India

    1 publications · 51 citations

    1

    h-index

  4. TY
    Tao Yang

    Northeastern University, China

    1 publications · 20 citations

    1

    h-index

  5. DK
    Dhruba K. Bhattacharyya

    Tezpur University, India

    1 publications · 246 citations

    1

    h-index

1–5 of 97

Institutions

53

  1. Zayed University

    Abu Dhabi, United Arab Emirates

    2 h-index

    2 publications

    31 citations

  2. Northeastern University

    Shenyang, China

    2 h-index

    6 publications

    114 citations

  3. Aarhus University

    Aarhus, Denmark

    2 h-index

    5 publications

    146 citations

  4. Princeton University

    Princeton, United States

    2 h-index

    3 publications

    133 citations

  5. New York University Abu Dhabi

    Abu Dhabi, United Arab Emirates

    1 h-index

    1 publications

    12 citations

  6. Vellore Institute of Technology University

    Vellore, India

    1 h-index

    1 publications

    51 citations

  7. The University of Sydney

    Sydney, Australia

    1 h-index

    1 publications

    35 citations

  8. Jaypee University of Information Technology

    Solan, India

    1 h-index

    1 publications

    15 citations

1–8 of 53

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 102 citations

    3

    h-index

  2. Intelligent Data Analysis

    IDA · 1 publications · 11 citations

    1

    h-index

  3. Journal of Environmental Informatics

    1 publications · 15 citations

    1

    h-index

  4. Neurocomputing

    1 publications · 50 citations

    1

    h-index

  5. 1

    h-index

1–5