Concepedia

Machine Learning-based Normalization

Machine Learning-Based Normalization is a computational approach within biomedical concept normalization that employs machine learning algorithms to map heterogeneous biomedical mentions to standardized entries in a reference ontology by learning contextual and semantic representations from data.

62

Publications

3.5K

Citations

193

Authors

87

Institutions

Publications per year

2017–2026

38

Parents

Publications

62

Data Mining: A Preprocessing Engine

Luai Al-Shalabi, Zyad Shaaban, Basel Kasasbeh · Journal of Computer Science · 2006 · 606 citations

, , +13

DNorm: disease name normalization with pairwise learning to rank

Robert Leaman, Rezarta Islamaj, Zhiyong Lu · Bioinformatics · 2013 · 500 citations · Full text

, , +17

Challenges in clinical natural language processing for automated disorder normalization

Robert Leaman, Ritu Khare, Zhiyong Lu · Journal of Biomedical Informatics · 2015 · 195 citations · Full text

, , +17

Data Evaluation and Enhancement for Quality Improvement of Machine Learning

Haihua Chen, Jiangping Chen · IEEE Transactions on Reliability · 2021 · 154 citations

, , +14

Batch normalization embeddings for deep domain generalization

Mattia Segù, Alessio Tonioni, Federico Tombari · Pattern Recognition · 2022 · 148 citations

, , +12

1–5 of 62

Authors

193

  1. ZL
    Zhiyong Lu

    National Center for Biotechnology Information, United States

    8 publications · 885 citations

    8

    h-index

  2. RL
    Robert Leaman

    National Center for Biotechnology Information, United States

    6 publications · 799 citations

    6

    h-index

  3. CW
    Chih-Hsuan Wei

    National Center for Biotechnology Information, United States

    4 publications · 149 citations

    4

    h-index

  4. SJ
    Siddhartha Jonnalagadda

    Northwestern University, United States

    3 publications · 64 citations

    3

    h-index

  5. ZM
    Zulfat Miftahutdinov

    Kazan Federal University, Russia

    2 publications · 130 citations

    2

    h-index

1–5 of 193

Institutions

87

  1. National Center for Biotechnology Information

    Bethesda, United States

    7 h-index

    24 publications

    2.8K citations

  2. National Institutes of Health

    Bethesda, United States

    5 h-index

    17 publications

    1.2K citations

  3. Lviv Polytechnic National University

    Lviv, Ukraine

    2 h-index

    8 publications

    444 citations

  4. University of Arizona

    Tucson, United States

    2 h-index

    7 publications

    249 citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    3 publications

    98 citations

  6. University of Pennsylvania

    Philadelphia, United States

    2 h-index

    4 publications

    146 citations

  7. Universidad Carlos III de Madrid

    Madrid, Spain

    2 h-index

    3 publications

    46 citations

  8. Fondazione Bruno Kessler

    Trento, Italy

    1 h-index

    2 publications

    46 citations

1–8 of 87

Venues

  1. Bioinformatics

    5 publications · 616 citations

    5

    h-index

  2. arXiv (Cornell University)

    Repository · 4 publications · 102 citations

    4

    h-index

  3. Journal of Biomedical Informatics

    3 publications · 308 citations

    3

    h-index

  4. Journal of the American Medical Informatics Association

    JAMIA · 2 publications · 53 citations

    2

    h-index

  5. Database

    2 publications · 45 citations

    2

    h-index

1–5