Concepedia

Outlier Explanation

Outlier Explanation is an academic concept referring to a principled methodological contribution that identifies and characterizes the underlying reasons or conditions responsible for anomalous observations within a dataset, distinguishing it from general detection techniques by providing interpretable justifications for outlier status.

21

Publications

1K

Citations

69

Authors

29

Institutions

Publications per year

2017–2026

11

Parents

Publications

21

Scorpion

Eugene Wu, Samuel Madden · Proceedings of the VLDB Endowment · 2013 · 241 citations · Full text

, , +16

Assessing regression to the mean effects in health care initiatives

Ariel Linden · BMC Medical Research Methodology · 2013 · 193 citations · Full text

, , +14

Discriminative features for identifying and interpreting outliers

Xuan Hong Dang, Ira Assent, Raymond T. Ng et al. · 2014 · 78 citations

, , +17

Contextual Outlier Interpretation

Ninghao Liu, DongHwa Shin, Xia Hu · 2018 · 61 citations · Full text

, , +12

A survey on outlier explanations

Egawati Panjei, Le Gruenwald, Eleazar Leal et al. · The VLDB Journal · 2022 · 60 citations · Full text

, , +12

1–5 of 21

Authors

69

  1. DS
    DongHwa Shin

    Seoul National University, South Korea

    2 publications · 74 citations

    2

    h-index

  2. XH
    Xia Hu

    Texas A&M University, United States

    2 publications · 74 citations

    2

    h-index

  3. NL
    Ninghao Liu

    Texas A&M University, United States

    2 publications · 74 citations

    2

    h-index

  4. JG
    J.J. Garcia‐Luna‐Aceves

    University of California, Santa Cruz, United States

    1 publications · 11 citations

    1

    h-index

  5. DM
    Denis M. Tebit

    Case Western Reserve University, United States

    1 publications · 18 citations

    1

    h-index

1–5 of 69

Institutions

29

  1. Texas A&M University

    College Station, United States

    2 h-index

    6 publications

    222 citations

  2. Biomedical Research Networking Center in Bioengineering, Biomaterials and Nanomedicine

    Madrid, Spain

    1 h-index

    2 publications

    68 citations

  3. Texas A&M Engineering Experiment Station

    Bryan, United States

    1 h-index

    1 publications

    61 citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    1 h-index

    2 publications

    482 citations

  5. Schlumberger (Ireland)

    Dublin, Ireland

    1 h-index

    1 publications

    34 citations

  6. Ludwig-Maximilians-Universität München

    Munich, Germany

    1 h-index

    2 publications

    156 citations

  7. University of California, Davis

    Davis, United States

    1 h-index

    2 publications

    36 citations

  8. Federal Reserve Board of Governors

    Washington D.C., United States

    1 h-index

    2 publications

    38 citations

1–8 of 29

Venues

  1. Proceedings of the VLDB Endowment

    PVLDB · 1 publications · 241 citations

    1

    h-index

  2. PubMed

    Repository · 1 publications · 18 citations

    1

    h-index

  3. International Journal of Constitutional Law

    1 publications · 27 citations

    1

    h-index

  4. BMC Medical Research Methodology

    1 publications · 193 citations

    1

    h-index

  5. The VLDB Journal

    1 publications · 60 citations

    1

    h-index

1–5