Concepedia

Data Scaling

Data Scaling is a data preprocessing technique in multi-omics analysis that standardizes the range of numerical features across different omics datasets to ensure uniformity and comparability by transforming variables to a common scale without distorting differences in the ranges of values.

85

Publications

5.7K

Citations

290

Authors

139

Institutions

Publications per year

2017–2026

25

Parents

Publications

85

Effect of Data Scaling Methods on Machine Learning Algorithms and Model Performance

Md Manjurul Ahsan, M. A. Parvez Mahmud, Pritom Saha et al. · Technologies · 2021 · 696 citations · Full text

, , +17

Elements of Dual Scaling: An Introduction to Practical Data Analysis.

Jacqueline J. Meulman, Shizuhiko Nishisato · Journal of the American Statistical Association · 1995 · 429 citations

, , +10

Analysis of Categorical Data: Dual Scaling and Its Applications

D. V. Gokhale, S. Nishisato · Technometrics · 1983 · 416 citations

, , +13

A robust data scaling algorithm to improve classification accuracies in biomedical data

Xi Hang Cao, Ivan Stojković, Zoran Obradović · BMC Bioinformatics · 2016 · 232 citations · Full text

, , +17

Multidimensional data in multidimensional scaling using the analytic network process

Jih‐Jeng Huang, Gwo‐Hshiung Tzeng, Chorng‐Shyong Ong · Pattern Recognition Letters · 2004 · 228 citations

, , +14

1–5 of 85

Authors

290

  1. SN
    Shizuhiko Nishisato

    University of Toronto, Canada

    4 publications · 602 citations

    4

    h-index

  2. JM
    Jean–François Muzy

    Centre National de la Recherche Scientifique, France

    2 publications · 33 citations

    2

    h-index

  3. VÖ
    Viktor Öwall

    Lund University, Sweden

    2 publications · 86 citations

    2

    h-index

  4. SS
    Shmuel S. Oren

    University of California, Berkeley, United States

    2 publications · 343 citations

    2

    h-index

  5. NF
    Neal Fairley

    Teignmouth Community Hospital, United Kingdom

    2 publications · 36 citations

    2

    h-index

1–5 of 290

Institutions

139

  1. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    8 publications

    359 citations

  2. Stanford University

    Stanford, United States

    2 h-index

    3 publications

    553 citations

  3. Prince Sultan University

    Riyadh, Saudi Arabia

    2 h-index

    4 publications

    272 citations

  4. Palo Alto Research Center

    Palo Alto, United States

    2 h-index

    2 publications

    343 citations

  5. Teignmouth Community Hospital

    Teignmouth, United Kingdom

    2 h-index

    3 publications

    59 citations

  6. Langley Research Center

    Hampton, United States

    2 h-index

    3 publications

    101 citations

  7. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    2 h-index

    4 publications

    327 citations

  8. University of Perugia

    Perugia, Italy

    2 h-index

    7 publications

    278 citations

1–8 of 139

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 102 citations

    5

    h-index

  2. Surface and Interface Analysis

    SIA · 3 publications · 123 citations

    3

    h-index

  3. Psychometrika

    3 publications · 91 citations

    3

    h-index

  4. Management Science

    2 publications · 343 citations

    2

    h-index

  5. Pattern Recognition Letters

    2 publications · 286 citations

    2

    h-index

1–5