Likelihood Method for Randomized Time-to-Event Studies with All-or-None Compliance

Language: English

Published by GRIN Verlag Apr 2017, 2017

3668438633 / 9783668438637

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Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.

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This item is printed on demand - it takes 3-4 days longer - Neuware -Research Paper (postgraduate) from the year 2009 in the subject Mathematics - Statistics, grade: A, University of Canterbury (Department of Mathematics and Statistics), course: Statistics, language: English, abstract: Estimating causal effects in clinical trials often suffers from treatment non-compliance and missing outcomes. In time-to-event studies, it is more complicated because of censoring, the mechanism of which may be non-ignorable. While new estimators have recently been proposed to account for non-compliance and missing outcomes, few papers have specifically considered time-to-event outcomes, where even the intention-to-treat (ITT) estimator is potentially biased for estimating causal effects of assigned treatment.In this paper we develop a likelihood based method for randomized clinical trials (RCTs) with non-compliance for time-to-event data and adapt the EM algorithm according to derive the maximum likelihood estimators (MLEs). In addition, we give formulations of the average causal effect (ACE) and compliers average causal effect (CACE) to suit survival analysis.To illustrate the likelihood-based method (EM algorithm), a breast cancer trial data was re-analysed using a model, which assumes that the failure times and censored times both follow Weibull and Lognormal distributions, respectively (termed the NIGN-WW model and NIGN-LL model). 160 pp. Englisch.…

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Title
Likelihood Method for Randomized Time-to-Event Studies with All-or-None Compliance
Author
Irene Hudson
Publisher
GRIN Verlag Apr 2017
Publication year
2017
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3668438633
ISBN 13
9783668438637
Item weight
241 grams
Dimensions
210x148x12 mm

BuchWeltWeit Ludwig Meier e.K.

Bergisch Gladbach, Germany

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BuchWeltWeit Ludwig Meier e.K.

Germany