Abstract:
:This paper presents a mixture model which combines features of the usual Cox proportional hazards model with those of a class of models, known as mixtures-of-experts. The resulting model is more flexible than the usual Cox model in the sense that the log hazard ratio is allowed to vary non-linearly as a function of the covariates. Thus it provides a flexible approach to both modelling survival data and model checking. The method is illustrated with simulated data, as well as with multiple myeloma data.
journal_name
Stat Medjournal_title
Statistics in medicineauthors
Rosen O,Tanner Mdoi
10.1002/(sici)1097-0258(19990515)18:9<1119::aid-sisubject
Has Abstractpub_date
1999-05-15 00:00:00pages
1119-31issue
9eissn
0277-6715issn
1097-0258pii
10.1002/(SICI)1097-0258(19990515)18:9<1119::AID-SIjournal_volume
18pub_type
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journal_title:Statistics in medicine
pub_type: 杂志文章
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更新日期:2000-09-15 00:00:00
abstract::When sample size is recalculated using unblinded interim data, use of the usual t-test at the end of a study may lead to an elevated type I error rate. This paper describes a numerical quadrature investigation to calculate the true probability of rejection as a function of the time of the recalculation, the magnitude ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19991230)18:24<3481::aid-s
更新日期:1999-12-30 00:00:00
abstract::Studies involving longitudinal binary responses are widely applied in the health and biomedical sciences research and frequently analyzed by generalized estimating equations (GEE) method. This article proposes an alternative goodness-of-fit test based on the nonparametric smoothing approach for assessing the adequacy ...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.3315
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pub_type: 杂志文章
doi:10.1002/sim.2328
更新日期:2006-06-30 00:00:00
abstract::Inference for randomized clinical trials is generally based on the assumption that outcomes are independently and identically distributed under the null hypothesis. In some trials, particularly in infectious disease, outcomes may be correlated. This may be known in advance (e.g. allowing randomization of family member...
journal_title:Statistics in medicine
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pub_type: 杂志文章
doi:10.1002/sim.932
更新日期:2001-06-15 00:00:00
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pub_type: 临床试验,杂志文章,随机对照试验
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更新日期:1985-01-01 00:00:00
abstract::Relative potency is a measure that has been used for many years to summarize the comparison of dose-response curves in parallel line bioassays. When response curves for two preparations are not parallel the traditional definition of relative potency no longer applies. We review the concept of relative potency and show...
journal_title:Statistics in medicine
pub_type: 杂志文章
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更新日期:1997-05-30 00:00:00
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abstract::In this paper we study the problem of variable selection for the proportional odds model, which is a useful alternative to the proportional hazards model and might be appropriate when the proportional hazards assumption is not satisfied. We propose to fit the proportional odds model by maximizing the marginal likeliho...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2833
更新日期:2007-09-10 00:00:00
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pub_type: 杂志文章
doi:10.1002/sim.7579
更新日期:2018-03-30 00:00:00
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journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.3513
更新日期:2009-02-28 00:00:00
abstract::The incremental life expectancy, defined as the difference in mean survival times between two treatment groups, is a crucial quantity of interest in cost-effectiveness analyses. Usually, this quantity is very difficult to estimate from censored survival data with a limited follow-up period. The paper develops estimati...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.6951
更新日期:2016-09-10 00:00:00
abstract::A common but not necessarily logical requirement in drug development is that a 'limit of quantitation' be set for chemical assays and that observations that fall below the limit should not be treated as real data but should be labelled as below the limit and set aside for special treatment. We examine five of seven ap...
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pub_type: 杂志文章
doi:10.1002/sim.5515
更新日期:2012-12-30 00:00:00
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pub_type: 杂志文章
doi:10.1002/sim.4306
更新日期:2011-11-10 00:00:00
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journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19991115)18:21<2917::aid-s
更新日期:1999-11-15 00:00:00
abstract::Many Americans rely on cardiac surgical procedures and devices such as pacemakers and thrombolytic catheters to treat or manage their cardiovascular diseases. However, the failure of these cardiac devices and procedures could have grave consequences. One reason cardiac devices tended to fail was due to physician error...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.7906
更新日期:2018-12-10 00:00:00
abstract::A popular method to control multiplicity in confirmatory clinical trials is to use a so-called hierarchical, or fixed sequence, test procedure. This requires that the null hypotheses are ordered a priori, for example, in order of clinical importance. The procedure tests the hypotheses in this order using alpha-level t...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.2905
更新日期:2007-12-10 00:00:00
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pub_type: 杂志文章
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journal_title:Statistics in medicine
pub_type: 杂志文章
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doi:10.1002/sim.8724
更新日期:2020-12-10 00:00:00
abstract::In behavioral, biomedical, and social-psychological sciences, it is common to encounter latent variables and heterogeneous data. Mixture structural equation models (SEMs) are very useful methods to analyze these kinds of data. Moreover, the presence of missing data, including both missing responses and missing covaria...
journal_title:Statistics in medicine
pub_type: 杂志文章
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pub_type: 杂志文章
doi:10.1002/sim.4780131105
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journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/(sici)1097-0258(19970915)16:17<2009::aid-s
更新日期:1997-09-15 00:00:00
abstract::Analyses to compare non-randomized groups are more and more common in both post hoc analyses of randomized clinical trials data and in analyses of long-term observational data. In such cases, it is quite likely that there are unknown or uncollected sources of heterogeneity in event rates. Research has shown that an un...
journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.1795
更新日期:2004-07-15 00:00:00
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journal_title:Statistics in medicine
pub_type: 杂志文章
doi:10.1002/sim.5694
更新日期:2013-05-30 00:00:00
abstract::Conventional seamless phase 2/3 design with fixed sample size determination (SSD) has gained its popularity in oncology drug development due to attractive features such as significantly shortening the development timeline, minimizing sample size, as well as early decision making. However, this design is not immune to ...
journal_title:Statistics in medicine
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