Concepedia

Feature Harmonization

Feature Harmonization is a methodological framework within cross-platform data harmonization that standardizes heterogeneous feature representations across disparate datasets by aligning their semantic, structural, and statistical properties to ensure interoperability and comparability.

13

Publications

534

Citations

120

Authors

68

Institutions

Publications per year

2017–2026

10

Parents

Publications

13

Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions

Nan Yang, Javier Del Ser, Simon Walsh et al. · Information Fusion · 2022 · 147 citations · Full text

, , +14

Impact of feature harmonization on radiogenomics analysis: Prediction of EGFR and KRAS mutations from non-small cell lung cancer PET/CT images

Isaac Shiri, Mehdi Amini, Mostafa Nazari et al. · Computers in Biology and Medicine · 2022 · 88 citations · Full text

, , +17

Data Harmonization and Data Pooling from Cohort Studies: A Practical Approach for Data Management

Kamala Adhikari, Scott B. Patten, Alka Patel et al. · International Journal for Population Data Science · 2021 · 58 citations · Full text

, , +17

The application of a workflow integrating the variable reproducibility and harmonizability of radiomic features on a phantom dataset

Abdalla Ibrahim, Turkey Refaee, Ralph T. H. Leijenaar et al. · PLoS ONE · 2021 · 41 citations · Full text

, , +13

User-centered semantic harmonization: A case study

Chunhua Weng, John H. Gennari, Douglas B. Fridsma · Journal of Biomedical Informatics · 2007 · 38 citations

, , +8

1–5 of 13

Authors

120

  1. PL
    Philippe Lambin

    Maastro Clinic, Netherlands

    2 publications · 188 citations

    2

    h-index

  2. HC
    Henry C. Woodruff

    Maastricht University, Netherlands

    2 publications · 188 citations

    2

    h-index

  3. GF
    Gerald F. Giesbrecht

    University of Calgary, Canada

    1 publications · 58 citations

    1

    h-index

  4. MR
    Michael Roberts

    University of Cambridge, United Kingdom

    1 publications · 147 citations

    1

    h-index

  5. AD
    Andrew D. A. Maidment

    University of Pennsylvania, United States

    1 publications · 41 citations

    1

    h-index

1–5 of 120

Institutions

68

  1. BC Cancer Agency

    Vancouver, Canada

    2 h-index

    2 publications

    107 citations

  2. University of Liège

    Liège, Belgium

    2 h-index

    4 publications

    376 citations

  3. University of British Columbia

    Vancouver, Canada

    2 h-index

    2 publications

    107 citations

  4. Maastricht University

    Maastricht, The Netherlands

    2 h-index

    8 publications

    646 citations

  5. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    14 publications

    223 citations

  6. AstraZeneca (United Kingdom)

    Cambridge, United Kingdom

    1 h-index

    1 publications

    147 citations

  7. University Health Network

    Toronto, Canada

    1 h-index

    6 publications

    114 citations

  8. University of Washington Medical Center

    Seattle, United States

    1 h-index

    1 publications

    38 citations

1–8 of 68

Venues

  1. 1

    h-index

  2. PLoS ONE

    1 publications · 41 citations

    1

    h-index

  3. JCO Clinical Cancer Informatics

    1 publications · 26 citations

    1

    h-index

  4. Journal of Biomedical Informatics

    1 publications · 38 citations

    1

    h-index

  5. Computers in Biology and Medicine

    1 publications · 88 citations

    1

    h-index

1–5