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Statistics in Medicine
Article . 2019 . Peer-reviewed
License: Wiley Online Library User Agreement
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zbMATH Open
Article . 2020
Data sources: zbMATH Open
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Multistate quantile regression models

Authors: Alessio Farcomeni; Marco Geraci;

Multistate quantile regression models

Abstract

We develop regression methods for inference on conditional quantiles of time‐to‐transition in multistate processes. Special cases include survival, recurrent event, semicompeting, and competing risk data. We use an ad hoc representation of the underlying stochastic process, in conjunction with methods for censored quantile regression. In a simulation study, we demonstrate that the proposed approach has a superior finite sample performance over simple methods for censored quantile regression, which naively assume independence between states, and over methods for competing risks, even when the latter are applied to competing risk data settings. We apply our approach to data on hospital‐acquired infections in cirrhotic patients, showing a quantile‐dependent effect of catheterization on time to infection.

Country
Italy
Keywords

duration models, Survival Analysis, Statistics, Nonparametric, censored quantile, Applications of statistics to biology and medical sciences; meta analysis, censored quantiles, Time, Settore SECS-S/01 - STATISTICA, Recurrence, Risk Factors, Humans, Regression Analysis, Computer Simulation, censored quantiles; cross-infection; duration models, cross-infection

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    13
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
13
Top 10%
Average
Average
Green
bronze