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Home > Medical > Medical General & Other > Missing Data in Clinical Studies-eBook
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Missing Data in Clinical Studies
 
 
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Missing Data in Clinical Studies provides a comprehensive account of the problems arising when data from clinical and related studies are incomplete, and presents the reader with approaches to effectively address them. The text provides a critique of conventional and simple methods before moving on to discuss more advanced approaches. The authors focus on practical and modeling concepts, providing an extensive set of case studies to illustrate the problems described.
  • Provides a practical guide to the analysis of clinical trials and related studies with missing data.
  • Examines the problems caused by missing data, enabling a complete understanding of how to overcome them.
  • Presents conventional, simple methods to tackle these problems, before addressing more advanced approaches, including sensitivity analysis, and the MAR missingness mechanism.
  • Illustrated throughout with real-life case studies and worked examples from clinical trials.
  • Details the use and implementation of the necessary statistical software, primarily SAS.

Missing Data in Clinical Studies has been developed through a series of courses and lectures. Its practical approach will appeal to applied statisticians and biomedical researchers, in particular those in the biopharmaceutical industry, medical and public health organisations. Graduate students of biostatistics will also find much of benefit.

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Title of ebook: Missing Data in Clinical Studies
ISBN: 9780470510438
Publisher: John Wiley & Sons, Inc.
Internet download file size: 8720 kb
Pages: 526
Released online for download: 04-04-2007
Author of eBook: Molenberghs, Geerts
Author of eBook: Kenward, Mike


Chapter One
Introduction

In this chapter we give a broad introduction to the problem of missing data. We provide a perspective on the topic, reviewing the main developments of the last century (Section 1.1), in the process paying special attention to the setting of clinical studies (Section 1.2). We examine the move towards more principled approaches, more elaborate modelling strategies and, most recently, the important role of sensitivity analysis (Section 1.3). Finally, we map out the developments and material that make up rest of the book (Section 1.4). In the next chapter we introduce the key sets of data that will be used throughout the book to illustrate the analyses.

1.1 FROM IMBALANCE TO THE FIELD OF MISSING DATA RESEARCH
It is very common for sets of quantitative data to be i ... read full excerpt from Missing Data in Clinical Studies ebook




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