دانلود کتاب Model selection and model averaging

Name: Model selection and model averaging
Availability: InStock
Author: Gerda Claeskens
ISBN: 0521852250, 9780521852258, 9780511424106

by Gerda Claeskens

عنوان فارسی: انتخاب مدل و متوسط مدل
ناشر: Cambridge University Press
سال: 2008
ویرایش: 1
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 330-330
شابک: 0521852250, 9780521852258, 9780511424106
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 3.00 مگابایت

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جزییات کتاب

Choosing a model is central to all statistical work with data. We have seen rapid advances in model fitting and in the theoretical understanding of model selection, yet this book is the first to synthesize research and practice from this active field. Model choice criteria are explained, discussed and compared, including the AIC, BIC, DIC and FIC. The uncertainties involved with model selection are tackled with discussions of frequent and Bayesian methods; model averaging schemes are presented. Real-data examples are complemented by derivations providing deeper insight into the methodology, and instructive exercises build familiarity with the methods. The companion website features Data sets and R-code.

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