Open AccessAddressing bias in prediction models by improving subpopulation calibration
Author(s) -
Noam Barda,
Gal Yona,
Guy N. Rothblum,
Philip Greenland,
Morton Leibowitz,
Ran D. Balicer,
Eitan Bachmat,
Noa Dagan
Publication year - 2020
Publication title -
journal of the american medical informatics association
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.614
H-Index - 150
eISSN - 1527-974X
pISSN - 1067-5027
DOI - 10.1093/jamia/ocaa283
Subject(s) - calibration , computer science , artificial intelligence , machine learning , statistics , mathematics
To illustrate the problem of subpopulation miscalibration, to adapt an algorithm for recalibration of the predictions, and to validate its performance.
Accelerating Research
Robert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom
Address
John Eccles HouseRobert Robinson Avenue,
Oxford Science Park, Oxford
OX4 4GP, United Kingdom