Concepedia

Streaming Outlier Detection

Streaming Outlier Detection is a method for identifying anomalous data instances in continuous, high-velocity data streams where observations are processed sequentially and often in real time, distinguishing it from batch outlier detection by its constraints on memory, computational efficiency, and non-stationary data distribution.

244

Publications

11.7K

Citations

690

Authors

323

Institutions

Publications per year

2017–2026

132

Parents

Publications

244

Density-based clustering for real-time stream data

Yixin Chen, Li Tu · 2007 · 564 citations

, , +13

Anomaly Detection in Streams with Extreme Value Theory

Alban Siffer, Pierre-Alain Fouque, Alexandre Termier et al. · 2017 · 517 citations · Full text

, , +12

Incremental Local Outlier Detection for Data Streams

Dragoljub Pokrajac, Aleksandar Lazarević, Longin Jan Latecki · 2007 · 379 citations

, , +16

Anomaly detection in streaming environmental sensor data: A data-driven modeling approach

David Hill, Barbara Minsker · Environmental Modelling & Software · 2009 · 298 citations

, , +16

Detecting distance-based outliers in streams of data

Fabrizio Angiulli, Fabio Fassetti · 2007 · 239 citations

, , +14

1–5 of 244

Authors

690

  1. SC
    Saihua Cai

    Jiangsu University, China

    7 publications · 116 citations

    7

    h-index

  2. EA
    Elke A. Rundensteiner

    Worcester Polytechnic Institute, United States

    7 publications · 429 citations

    7

    h-index

  3. RS
    Ruizhi Sun

    China Agricultural University, China

    6 publications · 104 citations

    6

    h-index

  4. LC
    Lei Cao

    Worcester Polytechnic Institute, United States

    6 publications · 308 citations

    6

    h-index

  5. GY
    Gang Yuan

    China Agricultural University, China

    6 publications · 104 citations

    6

    h-index

1–5 of 690

Institutions

323

  1. Worcester Polytechnic Institute

    Worcester, United States

    7 h-index

    16 publications

    1.2K citations

  2. China Agricultural University

    Beijing, China

    6 h-index

    29 publications

    509 citations

  3. Indian Institute of Technology Roorkee

    Roorkee, India

    5 h-index

    10 publications

    272 citations

  4. Aristotle University of Thessaloniki

    Thessaloniki, Greece

    5 h-index

    24 publications

    1.6K citations

  5. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    5 h-index

    11 publications

    286 citations

  6. Lancaster University

    Lancaster, United Kingdom

    5 h-index

    7 publications

    404 citations

  7. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    11 publications

    890 citations

  8. The University of Texas at Dallas

    Richardson, United States

    4 h-index

    14 publications

    763 citations

1–8 of 323

Venues

  1. Expert Systems with Applications

    11 publications · 348 citations

    11

    h-index

  2. Information Sciences

    7 publications · 197 citations

    6

    h-index

  3. Knowledge-Based Systems

    5 publications · 151 citations

    5

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 5 publications · 227 citations

    5

    h-index

  5. Proceedings of the VLDB Endowment

    PVLDB · 5 publications · 291 citations

    5

    h-index

1–5