Concepedia

Streaming Anomaly Detection

Streaming Anomaly Detection is an anomaly detection framework designed for time series data that operates under streaming conditions, distinguishing itself by processing data points sequentially in real-time with limited memory and computational resources, while continuously identifying anomalies without prior knowledge of their occurrence.

481

Publications

24.5K

Citations

1.5K

Authors

642

Institutions

Publications per year

2017–2026

278

Parents

Publications

481

Unsupervised real-time anomaly detection for streaming data

Subutai Ahmad, Alexander Lavin, Scott Purdy et al. · Neurocomputing · 2017 · 969 citations · Full text

, , +16

DeepAnT: A Deep Learning Approach for Unsupervised Anomaly Detection in Time Series

Mohsin Munir, Shoaib Ahmed Siddiqui, Andreas Dengel et al. · IEEE Access · 2018 · 657 citations · Full text

, , +15

Online detection of unusual events in videos via dynamic sparse coding

Bin Zhao, Li Fei-Fei, Eric P. Xing · 2011 · 540 citations · Full text

, , +16

Anomaly Detection in Streams with Extreme Value Theory

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

, , +12

Activity recognition on streaming sensor data

Narayanan C. Krishnan, Diane J. Cook · Pervasive and Mobile Computing · 2012 · 482 citations · Full text

, , +13

1–5 of 481

Authors

1.5K

  1. BH
    Bryan Hooi

    National University of Singapore, Singapore

    7 publications · 369 citations

    7

    h-index

  2. CL
    Christopher Leckie

    The University of Melbourne, Australia

    7 publications · 222 citations

    7

    h-index

  3. BT
    Bhavani Thuraisingham

    The University of Texas at Dallas, United States

    7 publications · 298 citations

    7

    h-index

  4. CF
    Christos Faloutsos

    Carnegie Mellon University, United States

    7 publications · 704 citations

    7

    h-index

  5. SC
    Saihua Cai

    Jiangsu University, China

    6 publications · 101 citations

    6

    h-index

1–5 of 1.5K

Institutions

642

  1. The University of Melbourne

    Melbourne, Australia

    10 h-index

    35 publications

    1.2K citations

  2. Monash University

    Melbourne, Australia

    9 h-index

    16 publications

    1.2K citations

  3. University of Illinois Urbana-Champaign

    Urbana, United States

    9 h-index

    13 publications

    945 citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    20 publications

    3.2K citations

  5. University of California, Riverside

    Riverside, United States

    7 h-index

    19 publications

    583 citations

  6. Universidade de São Paulo

    São Paulo, Brazil

    7 h-index

    12 publications

    447 citations

  7. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    7 h-index

    13 publications

    523 citations

  8. The University of Texas at Dallas

    Richardson, United States

    7 h-index

    23 publications

    600 citations

1–8 of 642

Venues

  1. Expert Systems with Applications

    16 publications · 571 citations

    15

    h-index

  2. Information Sciences

    15 publications · 470 citations

    13

    h-index

  3. arXiv (Cornell University)

    Repository · 14 publications · 450 citations

    12

    h-index

  4. Knowledge-Based Systems

    9 publications · 407 citations

    9

    h-index

  5. Proceedings of the VLDB Endowment

    PVLDB · 8 publications · 405 citations

    8

    h-index

1–5