Hidden stratification causes clinically meaningful failures in machine learning for medical imaging

Document Details

Document Type
Pub Defense Publication
Publication Date
Apr 02, 2020
Source ID
10.1145/3368555.3384468

Entities

People

  • Christopher Ré
  • Gustavo Carneiro
  • Jared A Dunnmon
  • Luke Oakden-rayner

Organizations

  • Accenture
  • Analog Devices
  • Ant Group
  • Arm Holdings
  • BASF
  • Center for Information Technology
  • Defense Advanced Research Projects Agency
  • Ericsson
  • Google
  • Gordon and Betty Moore Foundation
  • Infosys
  • Intel Corporation
  • Intelligence Community Postdoctoral Research Fellowship Program
  • International Business Machines Corporation (Armonk, NY)
  • Kurata Memorial Hitachi Science and Technology Foundation
  • Meta
  • Microsoft
  • NEC
  • NXP Semiconductors
  • National Science Foundation
  • Office of Naval Research
  • Okawa Foundation for Information and Telecommunications
  • Qualcomm
  • Stanford University
  • TSMC
  • Teradata
  • Toshiba
  • University of Adelaide
  • VMware
  • Xilinx

Tags

Technology Areas

  • AI & ML
  • AI & ML - Neural Networks