Concepedia

Machine Learning-based Annotation

Machine Learning-Based Annotation is a computational approach to protein function prediction that employs machine learning models to infer functional labels from biological data, distinguishing itself from rule-based or homology-based methods by leveraging patterns learned from annotated training examples.

127

Publications

9.7K

Citations

607

Authors

263

Institutions

Publications per year

2017–2026

56

Parents

Publications

127

DeepLoc: prediction of protein subcellular localization using deep learning

José Juan Almagro Armenteros, Casper Kaae Sønderby, Søren Kaae Sønderby et al. · Bioinformatics · 2017 · 1.2K citations · Full text

, , +14

Bioinformatics: The Machine Learning Approach

J.A.M. Leunissen · Briefings in Bioinformatics · 2002 · 478 citations · Full text

, , +12

MGnify: the microbiome sequence data analysis resource in 2023

Lorna Richardson, Ben Allen, Germana Baldi et al. · Nucleic Acids Research · 2022 · 446 citations · Full text

, , +17

Enzyme function prediction using contrastive learning

Haiyang Cui, Jianan Canal Li, Yunan Luo et al. · Science · 2023 · 392 citations

, , +13

A Useful Guide to Lectin Binding: Machine-Learning Directed Annotation of 57 Unique Lectin Specificities

Daniel Bojar, Lawrence Meche, Guanmin Meng et al. · ACS Chemical Biology · 2022 · 384 citations · Full text

, , +17

1–5 of 127

Authors

607

  1. GY
    Guoxian Yu

    Southwest University, China

    4 publications · 137 citations

    4

    h-index

  2. CO
    Christine Orengo

    University College London, United Kingdom

    3 publications · 106 citations

    3

    h-index

  3. JY
    Jieping Ye

    Arizona State University, United States

    3 publications · 143 citations

    3

    h-index

  4. BR
    Burkhard Rost

    Columbia University, United States

    3 publications · 262 citations

    3

    h-index

  5. GP
    Gajendra P. S. Raghava

    Institute of Microbial Technology, India

    3 publications · 462 citations

    3

    h-index

1–5 of 607

Institutions

263

  1. Harvard University

    Cambridge, United States

    6 h-index

    15 publications

    824 citations

  2. Columbia University

    New York, United States

    5 h-index

    12 publications

    1.2K citations

  3. Hebrew University of Jerusalem

    Jerusalem, Israel

    4 h-index

    14 publications

    380 citations

  4. Institute of Structural and Molecular Biology

    London, United Kingdom

    3 h-index

    14 publications

    438 citations

  5. Technical University of Munich

    Munich, Germany

    3 h-index

    15 publications

    1.2K citations

  6. George Mason University

    Fairfax, United States

    3 h-index

    4 publications

    195 citations

  7. Nanjing University

    Nanjing, China

    3 h-index

    5 publications

    389 citations

  8. Shandong University

    Jinan, China

    3 h-index

    5 publications

    123 citations

1–8 of 263

Venues

  1. Bioinformatics

    16 publications · 1.9K citations

    15

    h-index

  2. BMC Bioinformatics

    10 publications · 678 citations

    10

    h-index

  3. Nucleic Acids Research

    6 publications · 763 citations

    6

    h-index

  4. 6

    h-index

  5. PLoS Computational Biology

    4 publications · 111 citations

    4

    h-index

1–5