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On heteroscedastic covariate measurement error in Cox regression Huang, Yijian
Description
Many survival studies have error-contaminated covariates, which may lack a gold standard of measurement. Furthermore, the error distribution can depend on the true covariates but the dependence structure is typically difficult to quantify; heteroscedasticity is a common manifestation. In this talk, we suggest an additive measurement error model in this circumstance, and develop a functional modeling method for Cox regression when an instrumental variable is available. The estimated regression coefficients are consistent and asymptotically normal. Preliminary numerical studies, including simulations, will be provided.
Item Metadata
Title |
On heteroscedastic covariate measurement error in Cox regression
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Creator | |
Publisher |
Banff International Research Station for Mathematical Innovation and Discovery
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Date Issued |
2016-08-16T09:29
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Description |
Many survival studies have error-contaminated covariates, which may lack a gold standard of measurement. Furthermore, the error distribution can depend on the true covariates but the dependence structure is typically difficult to quantify; heteroscedasticity is a common manifestation. In this talk, we suggest an additive measurement error model in this circumstance, and develop a functional modeling method for Cox regression when an instrumental variable is available. The estimated regression coefficients are consistent and asymptotically normal. Preliminary numerical studies, including simulations, will be provided.
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Extent |
40 minutes
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Subject | |
Type | |
File Format |
video/mp4
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Language |
eng
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Notes |
Author affiliation: Emory University
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Series | |
Date Available |
2017-02-14
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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DOI |
10.14288/1.0342785
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URI | |
Affiliation | |
Peer Review Status |
Unreviewed
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Scholarly Level |
Faculty
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Rights URI | |
Aggregated Source Repository |
DSpace
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Item Media
Item Citations and Data
Rights
Attribution-NonCommercial-NoDerivatives 4.0 International