Concepedia

Machine Learning Integration

Machine Learning Integration is a computational methodology that incorporates machine learning algorithms into metabolomics data analysis to enable automated pattern recognition, predictive modeling, and interpretation of complex metabolic profiles, distinguishing it from conventional statistical approaches by its ability to adaptively learn from high-dimensional, non-linear datasets.

141

Publications

8.5K

Citations

796

Authors

411

Institutions

Publications per year

2017–2026

128

Parents

Publications

141

Machine learning-based integration develops an immune-derived lncRNA signature for improving outcomes in colorectal cancer

Zaoqu Liu, Long Liu, Siyuan Weng et al. · Nature Communications · 2022 · 917 citations · Full text

, , +17

BioTransformer: a comprehensive computational tool for small molecule metabolism prediction and metabolite identification

Yannick Djoumbou-Feunang, Jarlei Fiamoncini, Alberto Gil-de-la-Fuente et al. · Journal of Cheminformatics · 2019 · 513 citations · Full text

, , +14

Machine Learning in Chemical Engineering: Strengths, Weaknesses, Opportunities, and Threats

Maarten R. Dobbelaere, Pieter Plehiers, Ruben Van de Vijver et al. · Engineering · 2021 · 309 citations · Full text

, , +13

Knowledge graphs as tools for explainable machine learning: A survey

Ilaria Tiddi, Stefan Schlobach · Artificial Intelligence · 2021 · 273 citations · Full text

, , +13

Autonomous Chemical Experiments: Challenges and Perspectives on Establishing a Self-Driving Lab

Martin Seifrid, Robert Pollice, Andrés Aguilar‐Granda et al. · Accounts of Chemical Research · 2022 · 267 citations · Full text

, , +13

1–5 of 141

Authors

796

  1. EK
    Ece Kamar

    Microsoft (United States), United States

    2 publications · 105 citations

    2

    h-index

  2. DK
    Donald Kossmann

    ETH Zurich, Switzerland

    2 publications · 105 citations

    2

    h-index

  3. TR
    Theodoros Rekatsinas

    University of Wisconsin–Madison, United States

    2 publications · 117 citations

    2

    h-index

  4. EH
    Eric Horvitz

    Microsoft (United States), United States

    2 publications · 105 citations

    2

    h-index

  5. JA
    Jude A. Okolie

    University of Oklahoma, United States

    2 publications · 82 citations

    2

    h-index

1–5 of 796

Institutions

411

  1. ETH Zurich

    Zurich, Switzerland

    5 h-index

    11 publications

    465 citations

  2. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    5 publications

    188 citations

  3. University of Toronto

    Toronto, Canada

    3 h-index

    16 publications

    2.6K citations

  4. University of Wisconsin–Madison

    Madison, United States

    3 h-index

    3 publications

    139 citations

  5. University of Gothenburg

    Gothenburg, Sweden

    2 h-index

    3 publications

    168 citations

  6. University of Bern

    Bern, Switzerland

    2 h-index

    5 publications

    76 citations

  7. Berlin Institute of Health at Charité - Universitätsmedizin Berlin

    Berlin, Germany

    2 h-index

    5 publications

    81 citations

  8. Sun Yat-sen University

    Guangzhou, China

    2 h-index

    7 publications

    132 citations

1–8 of 411

Venues

  1. PLoS ONE

    2 publications · 122 citations

    2

    h-index

  2. Scientific Reports

    2 publications · 47 citations

    2

    h-index

  3. Journal of Cleaner Production

    2 publications · 82 citations

    2

    h-index

  4. Journal of Industrial Information Integration

    2 publications · 69 citations

    2

    h-index

  5. BioMed Research International

    2 publications · 87 citations

    2

    h-index

1–5