Concepedia

Quantile Transformation

Quantile Transformation is a feature transformation technique that maps input features to a uniform or normal distribution by replacing original values with their corresponding quantiles, thereby reducing the influence of outliers and non-normality in the data.

131

Publications

9.8K

Citations

346

Authors

275

Institutions

Publications per year

2017–2026

57

Parents

Publications

131

An IV Model of Quantile Treatment Effects

Victor Chernozhukov, Christian Hansen · Econometrica · 2004 · 985 citations · Full text

, , +6

Revisiting the role of renewable and non-renewable energy consumption on Turkey’s ecological footprint: Evidence from Quantile ARDL approach

Arshian Sharif, Özge Barış-Tüzemen, Gizem Uzuner et al. · Sustainable Cities and Society · 2020 · 802 citations · Full text

, , +17

Ordered quantile normalization: a semiparametric transformation built for the cross-validation era

Ryan Peterson, Joseph Cavanaugh · Journal of Applied Statistics · 2019 · 633 citations · Full text

, , +15

Decomposition of differences in distribution using quantile regression

Blaise Melly · Labour Economics · 2005 · 459 citations

, , +10

Transforming Non-Normal Data to Normality in Statistical Process Control

Youn-Min Chou, Alan M. Polansky, Robert Mason · Journal of Quality Technology · 1998 · 299 citations

, , +14

1–5 of 131

Authors

346

  1. AS
    Arshian Sharif

    Sunway University, Malaysia

    6 publications · 1.5K citations

    6

    h-index

  2. AS
    Avik Sinha

    Lebanese American University, Lebanon

    3 publications · 1.1K citations

    3

    h-index

  3. ZS
    Zehra Sedef Korkmaz

    Artvin Coruh University, Türkiye

    3 publications · 118 citations

    3

    h-index

  4. MÇ
    Mustafa Ç. Korkmaz

    Artvin Coruh University, Türkiye

    3 publications · 118 citations

    3

    h-index

  5. SA
    Syed Abdul Rehman Khan

    Xuzhou University of Technology, China

    3 publications · 514 citations

    3

    h-index

1–5 of 346

Institutions

275

  1. Northern University of Malaysia

    Jitra, Malaysia

    6 h-index

    7 publications

    1.7K citations

  2. National University of Singapore

    Singapore, Singapore

    5 h-index

    6 publications

    370 citations

  3. Tsinghua University

    Beijing, China

    4 h-index

    5 publications

    666 citations

  4. Cornell University

    Ithaca, United States

    3 h-index

    5 publications

    1.6K citations

  5. Vanderbilt University

    Nashville, United States

    3 h-index

    6 publications

    116 citations

  6. Wuhan University

    Wuhan, China

    3 h-index

    4 publications

    255 citations

  7. Xiamen University

    Xiamen, China

    3 h-index

    4 publications

    109 citations

  8. Artvin Coruh University

    Artvin, Türkiye

    3 h-index

    6 publications

    236 citations

1–8 of 275

Venues

  1. Journal of Econometrics

    5 publications · 331 citations

    5

    h-index

  2. Journal of Applied Statistics

    5 publications · 718 citations

    5

    h-index

  3. The Annals of Statistics

    4 publications · 388 citations

    4

    h-index

  4. Environmental Science and Pollution Research

    ESPR · 4 publications · 413 citations

    4

    h-index

  5. 4

    h-index

1–5