From development to deployment: dataset shift, causality, and shift-stable models in health AI. (19th November 2019)

Record Type:: Journal Article
Title:: From development to deployment: dataset shift, causality, and shift-stable models in health AI. (19th November 2019)
Main Title:: From development to deployment: dataset shift, causality, and shift-stable models in health AI
Authors:: Subbaswamy, Adarsh
Saria, Suchi
Abstract:
Is Part Of:: Biostatistics. Volume 21:Number 2(2020)
Journal:: Biostatistics
Issue:: Volume 21:Number 2(2020)
Issue Display:: Volume 21, Issue 2 (2020)
Year:: 2020
Volume:: 21
Issue:: 2
Issue Sort Value:: 2020-0021-0002-0000
Page Start:: 345
Page End:: 352
Publication Date:: 2019-11-19
Subjects:: Causal inference -- Dataset shift -- Generalizability -- Machine learning
Medical statistics -- Periodicals
Biometry -- Periodicals
Health risk assessment -- Periodicals
Medicine -- Research -- Statistical methods -- Periodicals
610.727
Journal URLs:: http://www3.oup.co.uk/biosts ↗
http://ukcatalogue.oup.com/ ↗
DOI:: 10.1093/biostatistics/kxz041 ↗
Languages:: English
ISSNs:: 1465-4644
Deposit Type:: Legaldeposit
View Content:: Available online (eLD content is only available in our Reading Rooms) ↗
Physical Locations:: British Library DSC - 2089.628000
British Library DSC - BLDSS-3PM
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Ingest File:: 15131.xml