Concepedia

Contextual Outlier Detection

Contextual Outlier Detection is an outlier detection paradigm that identifies anomalies based on their deviation from the expected behavior within a specific context, as defined by contextual attributes, distinguishing it from global or collective outlier detection methods by incorporating situational dependency in the definition of normality.

54

Publications

2.3K

Citations

178

Authors

86

Institutions

Publications per year

2017–2026

28

Variants

Context-dependent Outlier Detection

Parents

Publications

54

Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection

Erich Schubert, Arthur Zimek, Hans‐Peter Kriegel · Data Mining and Knowledge Discovery · 2012 · 294 citations

, , +14

Contextual anomaly detection framework for big sensor data

Miriam A. M. Capretz · Journal Of Big Data · 2015 · 141 citations · Full text

, , +16

Advancements of Outlier Detection: A Survey

Ji Zhang · ICST Transactions on Scalable Information Systems · 2013 · 139 citations · Full text

, , +12

Characteristics and classification of outlier detection techniques for wireless sensor networks in harsh environments: a survey

Nauman Shahid, Ijaz Haider Naqvi, Saad Qaisar · Artificial Intelligence Review · 2012 · 96 citations

, , +15

A Survey of Outlier Detection Techniques in IoT: Review and Classification

Mustafa Al Samara, Ismail Bennis, Abdelhafid Abouaïssa et al. · Journal of Sensor and Actuator Networks · 2022 · 84 citations · Full text

, , +14

1–5 of 54

Authors

178

  1. JZ
    Jifu Zhang

    Taiyuan University of Science and Technology, China

    3 publications · 76 citations

    3

    h-index

  2. XQ
    Xiao Qin

    Auburn University, United States

    3 publications · 76 citations

    3

    h-index

  3. LC
    Lei Cao

    Worcester Polytechnic Institute, United States

    2 publications · 69 citations

    2

    h-index

  4. XH
    Xia Hu

    Texas A&M University, United States

    2 publications · 74 citations

    2

    h-index

  5. SM
    Samuel Madden

    Massachusetts Institute of Technology, United States

    2 publications · 69 citations

    2

    h-index

1–5 of 178

Institutions

86

  1. Texas A&M University

    College Station, United States

    3 h-index

    9 publications

    273 citations

  2. Auburn University

    Auburn, United States

    3 h-index

    3 publications

    76 citations

  3. Taiyuan University of Science and Technology

    Taiyuan, China

    3 h-index

    13 publications

    341 citations

  4. University of Alberta

    Edmonton, Canada

    2 h-index

    3 publications

    444 citations

  5. The Ohio State University

    Columbus, United States

    2 h-index

    4 publications

    84 citations

  6. Wright State University

    Dayton, United States

    2 h-index

    2 publications

    55 citations

  7. Western University

    London, Canada

    2 h-index

    4 publications

    392 citations

  8. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    2 h-index

    5 publications

    100 citations

1–8 of 86

Venues

  1. Data Mining and Knowledge Discovery

    2 publications · 315 citations

    2

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 23 citations

    2

    h-index

  3. ACM Transactions on Intelligent Systems and Technology

    TIST · 2 publications · 27 citations

    2

    h-index

  4. Journal of Sensor and Actuator Networks

    JSAN · 1 publications · 84 citations

    1

    h-index

  5. 1

    h-index

1–5