Deep Learning-A Technology With the Potential to Transform Health Care

被引:461
作者
Hinton, Geoffrey [1 ,2 ]
机构
[1] Univ Toronto, Google Brain Team, 6 Kings Coll Rd, Toronto, ON M5S 1A1, Canada
[2] Univ Toronto, Dept Comp Sci, 6 Kings Coll Rd, Toronto, ON M5S 1A1, Canada
来源
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION | 2018年 / 320卷 / 11期
关键词
D O I
10.1001/jama.2018.11100
中图分类号
R5 [内科学];
学科分类号
100201 [内科学];
摘要
引用
收藏
页码:1101 / 1102
页数:2
相关论文
共 7 条
[1]
Dermatologist-level classification of skin cancer with deep neural networks [J].
Esteva, Andre ;
Kuprel, Brett ;
Novoa, Roberto A. ;
Ko, Justin ;
Swetter, Susan M. ;
Blau, Helen M. ;
Thrun, Sebastian .
NATURE, 2017, 542 (7639) :115-+
[2]
Goodfellow I, 2016, ADAPT COMPUT MACH LE, P1
[3]
Deep learning [J].
LeCun, Yann ;
Bengio, Yoshua ;
Hinton, Geoffrey .
NATURE, 2015, 521 (7553) :436-444
[4]
On the Prospects for a (Deep) Learning Health Care System [J].
Naylor, C. David .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 320 (11) :1099-1100
[5]
Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning [J].
Poplin, Ryan ;
Varadarajan, Avinash V. ;
Blumer, Katy ;
Liu, Yun ;
McConnell, Michael V. ;
Corrado, Greg S. ;
Peng, Lily ;
Webster, Dale R. .
NATURE BIOMEDICAL ENGINEERING, 2018, 2 (03) :158-164
[6]
Scalable and accurate deep learning with electronic health records [J].
Rajkomar, Alvin ;
Oren, Eyal ;
Chen, Kai ;
Dai, Andrew M. ;
Hajaj, Nissan ;
Hardt, Michaela ;
Liu, Peter J. ;
Liu, Xiaobing ;
Marcus, Jake ;
Sun, Mimi ;
Sundberg, Patrik ;
Yee, Hector ;
Zhang, Kun ;
Zhang, Yi ;
Flores, Gerardo ;
Duggan, Gavin E. ;
Irvine, Jamie ;
Quoc Le ;
Litsch, Kurt ;
Mossin, Alexander ;
Tansuwan, Justin ;
Wang, De ;
Wexler, James ;
Wilson, Jimbo ;
Ludwig, Dana ;
Volchenboum, Samuel L. ;
Chou, Katherine ;
Pearson, Michael ;
Madabushi, Srinivasan ;
Shah, Nigam H. ;
Butte, Atul J. ;
Howell, Michael D. ;
Cui, Claire ;
Corrado, Greg S. ;
Dean, Jeffrey .
NPJ DIGITAL MEDICINE, 2018, 1
[7]
LEARNING REPRESENTATIONS BY BACK-PROPAGATING ERRORS [J].
RUMELHART, DE ;
HINTON, GE ;
WILLIAMS, RJ .
NATURE, 1986, 323 (6088) :533-536