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摘要

THE SECOND EDITION of Generalized Linear Models and Extensions is written for the scientist interested in understanding generalized linear models, methods and applications. It is assumed that the reader will have some exposure to multiple regression. In addition, to explore this book in detail (understand the statistical theory) the reader should have had a calculus-based course on statistical theory. However, the book is written in such a way that someone who does not have the statistical theory background can still gain considerable insight into the applications, methods, and interpretations as they apply to GLM. If the reader without a theoretical background is willing to accept the statistical theory and derivations as presented, they can benefit from the discussion of appropriate methods to use, necessary statistics, and interpretation of results. For each method presented, the authors provide the theory behind the method, discussion of its appropriate use, and at least one detailed example with discussion. The formulas are explained in detail but it is not necessary for the reader to master these derivations to comprehend the use and limitations of the methods.
机译:广义线性模型和扩展的第二版是为有兴趣了解广义线性模型,方法和应用的科学家编写的。假定读者将对多重回归有所了解。另外,要详细研究本书(了解统计理论),读者应该学习基于演算的统计理论课程。但是,本书的编写方式使得没有统计学理论背景的人仍然可以对适用于GLM的应用程序,方法和解释有相当多的了解。如果没有理论背景的读者愿意接受所介绍的统计理论和推导方法,那么他们可以从使用适当方法,必要的统计数据和结果解释的讨论中受益。对于所提出的每种方法,作者均提供了该方法背后的理论,并讨论了其适当用法,并至少提供了一个带有示例的详细示例。对公式进行了详细说明,但读者无需掌握这些派生内容即可理解方法的使用和限制。

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