Nonparametric and Semiparametric Models pdf epub mobi txt 电子书 下载 2024


Nonparametric and Semiparametric Models

简体网页||繁体网页
Wolfgang Härdle
Springer
2004-05-14
300
USD 139.00
Hardcover
9783540207221

图书标签: 非参数回归  统计  非参数统计  非参数  计算  模型  数据  半参数统计   


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发表于2024-12-23

Nonparametric and Semiparametric Models epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Nonparametric and Semiparametric Models epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Nonparametric and Semiparametric Models pdf epub mobi txt 电子书 下载 2024



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The concept of nonparametric smoothing is a central idea in statistics that aims to simultaneously estimate and modes the underlying structure. The book considers high dimensional objects, as density functions and regression. The semiparametric modeling technique compromises the two aims, flexibility and simplicity of statistical procedures, by introducing partial parametric components. These components allow to match structural conditions like e.g. linearity in some variables and may be used to model the influence of discrete variables. The aim of this monograph is to present the statistical and mathematical principles of smoothing with a focus on applicable techniques. The necessary mathematical treatment is easily understandable and a wide variety of interactive smoothing examples are given. The book does naturally split into two parts: Nonparametric models (histogram, kernel density estimation, nonparametric regression) and semiparametric models (generalized regression, single index models, generalized partial linear models, additive and generalized additive models). The first part is intended for undergraduate students majoring in mathematics, statistics, econometrics or biometrics whereas the second part is intended to be used by master and PhD students or researchers. The material is easy to accomplish since the e-book character of the text gives a maximum of flexibility in learning (and teaching) intensity.

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