Synthetic data in machine learning for medicine and healthcare

被引：372
作者：
Chen, Richard J. [1 ,2 ,3 ,4 ]
Lu, Ming Y. [1 ,3 ,4 ]
Chen, Tiffany Y. [1 ,3 ]
Williamson, Drew F. K. [1 ,3 ]
Mahmood, Faisal [1 ,3 ,4 ]
机构：
[1] Harvard Med Sch, Brigham & Womens Hosp, Dept Pathol, Boston, MA 02115 USA
[2] Harvard Med Sch, Dept Biomed Informat, Boston, MA 02115 USA
[3] Broad Inst MIT & Harvard, Canc Program, Cambridge, MA 02142 USA
[4] Dana Farber Canc Inst, Canc Data Sci Program, Boston, MA 02115 USA
来源：
NATURE BIOMEDICAL ENGINEERING | 2021年 / 5卷 / 06期
关键词：
GENERATION; PRIVACY;
D O I：
10.1038/s41551-021-00751-8
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
The proliferation of synthetic data in artificial intelligence for medicine and healthcare raises concerns about the vulnerabilities of the software and the challenges of current policy.
引用
收藏
页码：493 / 497
页数：5
相关论文
共 74 条
[1]  
Abowd JM, 2008, LECT NOTES COMPUT SC, V5262, P239
[2]  
Alaa A. M., 2021, INT C MACH LEARN PML
[3]  
[Anonymous], 2020, ROAD NOT OFFLINE SIM
[4]  
[Anonymous], 2020, Artificial Intelligence Ethics Framework for the Intelligence Community
[5]  
[Anonymous], 2019, Proposed regulatory framework for modifications to artificial intelligence/machine learning
[6]  
[Anonymous], 2015, ADV NEURAL INFORM PR
[7]  
[Anonymous], 2016, ADV NEURAL INFORM PR
[8]  
Bao H., 2020, P 28 INT C ADV GEOGR, P273
[9]   Privacy-Preserving Generative Deep Neural Networks Support Clinical Data Sharing [J].
Beaulieu-Jones, Brett K. ;
Wu, Zhiwei Steven ;
Williams, Chris ;
Lee, Ran ;
Bhavnani, Sanjeev P. ;
Byrd, James Brian ;
Greene, Casey S. .
CIRCULATION-CARDIOVASCULAR QUALITY AND OUTCOMES, 2019, 12 (07)
[10]   A Human-Centered Evaluation of a Deep Learning System Deployed in Clinics for the Detection of Diabetic Retinopathy [J].
Beede, Emma ;
Baylor, Elizabeth ;
Hersch, Fred ;
Iurchenko, Anna ;
Wilcox, Lauren ;
Ruamviboonsuk, Paisan ;
Vardoulakis, Laura M. .
PROCEEDINGS OF THE 2020 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI'20), 2020,
12345678