Concepedia

Missforest

MissForest is a non-parametric imputation method that iteratively predicts missing values in multivariate data using random forest models trained on observed values, distinguishing itself through its ability to capture complex interactions and non-linear relationships without requiring distributional assumptions.

32

Publications

8.5K

Citations

116

Authors

63

Institutions

Publications per year

2017–2026

27

Parents

Publications

32

MissForest—non-parametric missing value imputation for mixed-type data

Daniel J. Stekhoven, Peter Bühlmann · Bioinformatics · 2011 · 6.1K citations · Full text

, , +16

Random forest missing data algorithms

Fei Tang, Hemant Ishwaran · Statistical Analysis and Data Mining The ASA Data Science Journal · 2017 · 776 citations · Full text

, , +17

Comparison of imputation methods for missing laboratory data in medicine

Akbar K. Waljee, Ashin Mukherjee, Amit G. Singal et al. · BMJ Open · 2013 · 500 citations · Full text

, , +15

missForest: Nonparametric missing value imputation using random forest

Daniel J. Stekhoven · Astrophysics Source Code Library · 2015 · 125 citations

, , +12

Handling Complex Missing Data Using Random Forest Approach for an Air Quality Monitoring Dataset: A Case Study of Kuwait Environmental Data (2012 to 2018)

Ahmad Alsaber, Jiazhu Pan, Adeeba Al‐Hurban · International Journal of Environmental Research and Public Health · 2021 · 97 citations · Full text

, , +17

1–5 of 32

Authors

116

  1. DJ
    Daniel J. Stekhoven

    ETH Zurich, Switzerland

    2 publications · 6.2K citations

    2

    h-index

  2. AA
    Ahmad Alsaber

    American University of Kuwait, Kuwait

    2 publications · 140 citations

    2

    h-index

  3. MM
    Małgorzata Misztal

    University of Łódź, Poland

    2 publications · 22 citations

    2

    h-index

  4. JP
    Jiazhu Pan

    University of Strathclyde, United Kingdom

    2 publications · 140 citations

    2

    h-index

  5. SR
    Steffen Rapp

    University Medical Center of the Johannes Gutenberg University Mainz, Germany

    1 publications · 16 citations

    1

    h-index

1–5 of 116

Institutions

63

  1. University of Strathclyde

    Glasgow, United Kingdom

    3 h-index

    6 publications

    346 citations

  2. Kuwait University

    Kuwait City, Kuwait

    2 h-index

    2 publications

    140 citations

  3. University of Łódź

    Lodz, Poland

    2 h-index

    2 publications

    22 citations

  4. Kansas State University

    Manhattan, United States

    1 h-index

    1 publications

    43 citations

  5. Wuhan University

    Wuhan, China

    1 h-index

    4 publications

    184 citations

  6. Kwame Nkrumah University of Science and Technology

    Kumasi, Ghana

    1 h-index

    2 publications

    90 citations

  7. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    1 h-index

    1 publications

    46 citations

  8. Kuwait Institute for Scientific Research

    Kuwait City, Kuwait

    1 h-index

    1 publications

    69 citations

1–8 of 63

Venues

  1. Energies

    2 publications · 36 citations

    2

    h-index

  2. Sensors

    2 publications · 64 citations

    2

    h-index

  3. BMJ Open

    1 publications · 500 citations

    1

    h-index

  4. International Journal of Rheumatic Diseases

    1 publications · 43 citations

    1

    h-index

  5. Frontiers in Public Health

    1 publications · 27 citations

    1

    h-index

1–5