Setting the standards for machine learning in biology

被引：0
|
作者：
David T. Jones
机构：
[1] University College London,Department of Computer Science
[2] The Francis Crick Institute,undefined
来源：
Nature Reviews Molecular Cell Biology | 2019年 / 20卷
关键词：
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Machine learning is a branch of artificial intelligence (AI) involving computer programs that are able to improve their own performance through experience (training). The diverse applications of new ‘deep learning’ approaches with neural networks are now expanding into the field of biology. But these applications to biological data require more scrutiny and caution to increase the standards of publishing and allow the AI revolution in biology to take off.
引用
收藏
页码：659 / 660
页数：1
相关论文
共 50 条
  • [1] Setting the standards for machine learning in biology
    Jones, David T.
    NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2019, 20 (11) : 659 - 660
  • [2] Setting Mastery Learning Standards
    Yudkowsky, Rachel
    Park, Yoon Soo
    Lineberry, Matthew
    Knox, Aaron
    Ritter, E. Matthew
    ACADEMIC MEDICINE, 2015, 90 (11) : 1495 - 1500
  • [3] Machine learning for systems biology
    Muggleton, SH
    INDUCTIVE LOGIC PROGRAMMING, PROCEEDINGS, 2005, 3625 : 416 - 423
  • [4] Machine Learning in Systems Biology
    Florence d'Alché-Buc
    Louis Wehenkel
    BMC Proceedings, 2 (Suppl 4)
  • [5] Machine vision setting new standards in remote surveillance
    Preston, Walter & Associates, Raleigh, United States
    Def Secur Electron, 3 (26-27):
  • [6] Machine Learning Turbocharges Structural Biology
    Sean O’Neill
    Engineering, 2022, (05) : 9 - 11
  • [7] Interpretable machine learning for perturbation biology
    Shen, Judy
    Yuan, Bo
    Luna, Augustin
    Korkut, Anil
    Marks, Debora
    Ingraham, John
    Sander, Chris
    CANCER RESEARCH, 2020, 80 (16)
  • [8] Towards Machine Learning in Molecular Biology
    Wang, Juexin
    Wang, Yan
    MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2020, 17 (04) : 2822 - 2824
  • [9] Machine Learning Turbocharges Structural Biology
    O'Neill, Sean
    ENGINEERING, 2022, 12 : 9 - 11
  • [10] Machine Learning Turbocharges Structural Biology
    O'Neill, Sean
    CERAMICS INTERNATIONAL, 2022, 12 : 9 - 11
12345