Concepedia

Isolation Forest

Isolation Forest is a machine learning algorithm that belongs to the class of unsupervised outlier detection methods, distinguished by its use of random partitioning in tree ensembles to isolate anomalies based on the premise that outliers are few and dissimilar, and thus more susceptible to isolation with fewer splits.

347

Publications

24.4K

Citations

1.3K

Authors

551

Institutions

Publications per year

2017–2026

341

Variants

Iforest

Parents

Publications

347

Isolation Forest

Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou · 2008 · 5.6K citations

, , +14

Isolation-Based Anomaly Detection

Fei Tony Liu, Kai Ming Ting, Zhi‐Hua Zhou · ACM Transactions on Knowledge Discovery from Data · 2012 · 2K citations

, , +16

Prediction of Heart Disease Using a Combination of Machine Learning and Deep Learning

Rohit Bharti, Aditya Khamparia, Mohammad Shabaz et al. · Computational Intelligence and Neuroscience · 2021 · 578 citations · Full text

, , +14

Extended Isolation Forest

Sahand Hariri, M. Carrasco Kind, Robert J. Brunner · IEEE Transactions on Knowledge and Data Engineering · 2019 · 462 citations · Full text

, , +15

Deep Isolation Forest for Anomaly Detection

Hongzuo Xu, Guansong Pang, Yijie Wang et al. · IEEE Transactions on Knowledge and Data Engineering · 2023 · 451 citations

, , +17

1–5 of 347

Authors

1.3K

  1. GA
    Gian Antonio Susto

    University of Padua, Italy

    10 publications · 478 citations

    10

    h-index

  2. PK
    Paweł Karczmarek

    University of Alberta, Canada

    5 publications · 348 citations

    5

    h-index

  3. HX
    Haolong Xiang

    Nanjing University, China

    4 publications · 80 citations

    4

    h-index

  4. KM
    Kai Ming Ting

    Monash University, Australia

    4 publications · 7.6K citations

    4

    h-index

  5. XZ
    Xuyun Zhang

    Nanjing University, China

    4 publications · 80 citations

    4

    h-index

1–5 of 1.3K

Institutions

551

  1. University of Padua

    Padua, Italy

    10 h-index

    28 publications

    1.4K citations

  2. Nanjing University

    Nanjing, China

    8 h-index

    12 publications

    7.8K citations

  3. Xidian University

    Xi'an, China

    7 h-index

    24 publications

    886 citations

  4. Lublin University of Technology

    Lublin, Poland

    5 h-index

    10 publications

    715 citations

  5. Jilin University

    Changchun, China

    5 h-index

    13 publications

    494 citations

  6. Central South University

    Changsha, China

    5 h-index

    24 publications

    673 citations

  7. Sejong University

    Seoul, South Korea

    5 h-index

    6 publications

    410 citations

  8. Harbin Institute of Technology

    Harbin, China

    5 h-index

    19 publications

    508 citations

1–8 of 551

Venues

  1. IEEE Access

    21 publications · 1.6K citations

    19

    h-index

  2. Sensors

    15 publications · 656 citations

    14

    h-index

  3. arXiv (Cornell University)

    Repository · 10 publications · 345 citations

    10

    h-index

  4. Energies

    8 publications · 284 citations

    8

    h-index

  5. 7

    h-index

1–5