Adversarial attacks on medical machine learning

被引:550
作者
Finlayson, Samuel G. [1 ]
Bowers, John D. [2 ]
Ito, Joichi [3 ]
Zittrain, Jonathan L. [2 ]
Beam, Andrew L. [4 ]
Kohane, Isaac S. [1 ]
机构
[1] Harvard Med Sch, Boston, MA 02115 USA
[2] Harvard Law Sch, Cambridge, MA 02138 USA
[3] MIT, Media Lab, Cambridge, MA 02139 USA
[4] Harvard TH Chan Sch Publ Hlth, Boston, MA 02115 USA
关键词
D O I
10.1126/science.aaw4399
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
[No abstract available]
引用
收藏
页码:1287 / 1289
页数:3
相关论文
共 15 条
[1]   Wild patterns: Ten years after the rise of adversarial machine learning [J].
Biggio, Battista ;
Roli, Fabio .
PATTERN RECOGNITION, 2018, 84 :317-331
[2]   Opportunities and obstacles for deep learning in biology and medicine [J].
Ching, Travers ;
Himmelstein, Daniel S. ;
Beaulieu-Jones, Brett K. ;
Kalinin, Alexandr A. ;
Do, Brian T. ;
Way, Gregory P. ;
Ferrero, Enrico ;
Agapow, Paul-Michael ;
Zietz, Michael ;
Hoffman, Michael M. ;
Xie, Wei ;
Rosen, Gail L. ;
Lengerich, Benjamin J. ;
Israeli, Johnny ;
Lanchantin, Jack ;
Woloszynek, Stephen ;
Carpenter, Anne E. ;
Shrikumar, Avanti ;
Xu, Jinbo ;
Cofer, Evan M. ;
Lavender, Christopher A. ;
Turaga, Srinivas C. ;
Alexandari, Amr M. ;
Lu, Zhiyong ;
Harris, David J. ;
DeCaprio, Dave ;
Qi, Yanjun ;
Kundaje, Anshul ;
Peng, Yifan ;
Wiley, Laura K. ;
Segler, Marwin H. S. ;
Boca, Simina M. ;
Swamidass, S. Joshua ;
Huang, Austin ;
Gitter, Anthony ;
Greene, Casey S. .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2018, 15 (141)
[3]  
Dalvi N., 2004, KDD 04
[4]  
Engstrom L., 2017, ARXIV171202779CSLG
[5]  
Finlayson S. G., 2018, ARXIV180405296CSCR
[6]  
Gottlieb S., 2018, FDA VOICES 0829
[7]  
Jain A., 2014, BMJ-BRIT MED J, V348
[8]   Overbilling vs. downcoding - The battle between physicians and insurers [J].
Kesselheim, AS ;
Brennan, TA .
NEW ENGLAND JOURNAL OF MEDICINE, 2005, 352 (09) :855-857
[9]  
Li J., 2018, ARXIV181205271CSCR
[10]   Metabolic syndrome - Underrated or underdiagnosed? [J].
Reynolds, K ;
Muntner, P ;
Fonseca, V .
DIABETES CARE, 2005, 28 (07) :1831-1832