Concepedia

Robust Data Preprocessing

Robust Data Preprocessing is a data preparation methodology that belongs to the class of outlier treatment techniques and is distinguished by its capacity to minimize the influence of outliers and noise on downstream analysis through stable, outlier-resistant transformations without prior assumptions about the underlying data distribution.

125

Publications

18.5K

Citations

448

Authors

236

Institutions

Publications per year

2017–2026

53

Parents

Publications

125

fMRIPrep: a robust preprocessing pipeline for functional MRI

Oscar Estéban, Christopher J. Markiewicz, Ross Blair et al. · Nature Methods · 2018 · 4.2K citations

, , +17

Methods for dealing with reaction time outliers.

Roger Ratcliff · Psychological Bulletin · 1993 · 2.1K citations

, , +16

Outlier Treatment in Data Merging

R. H. Blessing · Journal of Applied Crystallography · 1997 · 1.3K citations

, , +16

Understanding Robust and Exploratory Data Analysis.

D. Collett, David C. Hoaglin, Frederick Mosteller et al. · Journal of the Royal Statistical Society Series A (General) · 1984 · 1.2K citations

, , +12

Data quality aware analysis of differential expression in RNA-seq with NOISeq R/Bioc package

Sonia Tarazona, Pedro Furió‐Tarí, David Turrà et al. · Nucleic Acids Research · 2015 · 836 citations · Full text

, , +16

1–5 of 125

Authors

448

  1. DC
    David C. Hoaglin

    Harvard University, United States

    4 publications · 1.8K citations

    4

    h-index

  2. JW
    John W. Tukey

    Princeton University, United States

    4 publications · 1.8K citations

    4

    h-index

  3. FM
    Frederick Mosteller

    Harvard University Press, United States

    4 publications · 1.8K citations

    4

    h-index

  4. MH
    Mia Hubert

    KU Leuven, Belgium

    3 publications · 197 citations

    3

    h-index

  5. MW
    Ming Wan

    Stony Brook University, United States

    2 publications · 81 citations

    2

    h-index

1–5 of 448

Institutions

236

  1. KU Leuven

    Leuven, Belgium

    5 h-index

    10 publications

    470 citations

  2. Vanderbilt University

    Nashville, United States

    3 h-index

    8 publications

    152 citations

  3. Stanford University

    Stanford, United States

    3 h-index

    19 publications

    39.8K citations

  4. Vrije Universiteit Amsterdam

    Amsterdam, The Netherlands

    2 h-index

    3 publications

    118 citations

  5. Sapienza University of Rome

    Rome, Italy

    2 h-index

    4 publications

    392 citations

  6. University of Iowa

    Iowa City, United States

    2 h-index

    2 publications

    4.4K citations

  7. Vrije Universiteit Brussel

    Brussels, Belgium

    2 h-index

    6 publications

    274 citations

  8. The University of Texas at Austin

    Austin, United States

    2 h-index

    2 publications

    163 citations

1–8 of 236

Venues

  1. Analytical Chemistry

    3 publications · 324 citations

    3

    h-index

  2. Computational Statistics & Data Analysis

    CSDA · 3 publications · 316 citations

    3

    h-index

  3. Technometrics

    2 publications · 317 citations

    2

    h-index

  4. Biometrics

    2 publications · 242 citations

    2

    h-index

  5. Psychological Bulletin

    2 publications · 2.3K citations

    2

    h-index

1–5