Flexible Regression and Smoothing (Hardcover)
 
作者: Mikis D Stasinopoulos 
分類: Economic statistics ,
Probability & statistics  
書城編號: 1473431


售價: $1358.00

購買後立即進貨, 約需 18-25 天

 
 
出版社: Taylor & Francis
出版日期: 2017/04/11
尺寸: 254x178x33mm
重量: 1204 grams
ISBN: 9781138197909
 
>> 相關電子書

商品簡介


This book is about learning from data using the Generalized Additive Models for Location, Scale and Shape (GAMLSS). GAMLSS extends the Generalized Linear Models (GLMs) and Generalized Additive Models (GAMs) to accommodate large complex datasets, which are increasingly prevalent.

In particular, the GAMLSS statistical framework enables flexible regression and smoothing models to be fitted to the data. The GAMLSS model assumes that the response variable has any parametric (continuous, discrete or mixed) distribution which might be heavy- or light-tailed, and positively or negatively skewed. In addition, all the parameters of the distribution (location, scale, shape) can be modelled as linear or smooth functions of explanatory variables.

Key Features:

  • Provides a broad overview of flexible regression and smoothing techniques to learn from data whilst also focusing on the practical application of methodology using GAMLSS software in R.
  • Includes a comprehensive collection of real data examples, which reflect the range of problems addressed by GAMLSS models and provide a practical illustration of the process of using flexible GAMLSS models for statistical learning.
  • R code integrated into the text for ease of understanding and replication.
  • Supplemented by a website with code, data and extra materials.

This book aims to help readers understand how to learn from data encountered in many fields. It will be useful for practitioners and researchers who wish to understand and use the GAMLSS models to learn from data and also for students who wish to learn GAMLSS through practical examples.

* 以上資料僅供參考之用, 香港書城並不保證以上資料的準確性及完整性。
* 如送貨地址在香港以外, 當書籍/產品入口時, 顧客須自行繳付入口關稅和其他入口銷售稅項。

 

 

 

  我的賬戶 |  購物車 |  出版社 |  團購優惠
加入供應商 |  廣告刊登 |  公司簡介 |  條款及細則

香港書城 版權所有 私隱政策聲明

顯示模式: 電腦版 (改為: 手機版)