Dynamic Prediction In Clinical Survival Analysis

de Hans Van Houwelingen e Hein Putter 

eBook
Dynamic Prediction In Clinical Survival Analysis
idioma: Inglês
Editor: CRC PRESS
Edição: novembro de 2011
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There is a huge amount of literature on statistical models for the prediction of survival after diagnosis of a wide range of diseases like cancer, cardiovascular disease, and chronic kidney disease. Current practice is to use prediction models based on the Cox proportional hazards model and to present those as static models for remaining lifetime after diagnosis or treatment. In contrast, Dynamic Prediction in Clinical Survival Analysis focuses on dynamic models for the remaining lifetime at later points in time, for instance using landmark models. Designed to be useful to applied statisticians and clinical epidemiologists, each chapter in the book has a practical focus on the issues of working with real life data. Chapters conclude with additional material either on the interpretation of the models, alternative models, or theoretical background. The book consists of four parts: Part I deals with prognostic models for survival data using (clinical) information available at baseline, based on the Cox model Part II is about prognostic models for survival data using (clinical) information available at baseline, when the proportional hazards assumption of the Cox model is violated Part III is dedicated to the use of time-dependent information in dynamic prediction Part IV explores dynamic prediction models for survival data using genomic data Dynamic Prediction in Clinical Survival Analysis summarizes cutting-edge research on the dynamic use of predictive models with traditional and new approaches. Aimed at applied statisticians who actively analyze clinical data in collaboration with clinicians, the analyses of the different data sets throughout the book demonstrate how predictive models can be obtained from proper data sets.

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eBook
Dynamic Prediction In Clinical Survival Analysis
ISBN:
9781040056677
Ano de edição:
11-2011
Editor:
CRC PRESS
Idioma:
Inglês
Tipo de Produto:
eBook
Formato:
ePUB para ADE i
Classificação Temática:
EAN:
9781040056677
Acessibilidade:
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