Graphical Models with R
暫譯: 使用 R 的圖形模型
Højsgaard, Søren, Edwards, David, Lauritzen, Steffen
- 出版商: Springer
- 出版日期: 2012-02-18
- 售價: $3,310
- 貴賓價: 9.5 折 $3,145
- 語言: 英文
- 頁數: 182
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1461422981
- ISBN-13: 9781461422983
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相關分類:
R 語言、機率統計學 Probability-and-statistics、Data Science
海外代購書籍(需單獨結帳)
相關主題
商品描述
Graphical models in their modern form have been around since the late 1970s and appear today in many areas of the sciences. Along with the ongoing developments of graphical models, a number of different graphical modeling software programs have been written over the years. In recent years many of these software developments have taken place within the R community, either in the form of new packages or by providing an R interface to existing software. This book attempts to give the reader a gentle introduction to graphical modeling using R and the main features of some of these packages. In addition, the book provides examples of how more advanced aspects of graphical modeling can be represented and handled within R. Topics covered in the seven chapters include graphical models for contingency tables, Gaussian and mixed graphical models, Bayesian networks and modeling high dimensional data.
商品描述(中文翻譯)
圖形模型以其現代形式自1970年代末期以來已經存在,並且今天在許多科學領域中出現。隨著圖形模型的持續發展,這些年來已經編寫了多種不同的圖形建模軟體。在最近幾年,許多這些軟體的開發發生在R社群中,無論是以新套件的形式,或是為現有軟體提供R介面。本書試圖為讀者提供一個使用R進行圖形建模的溫和入門,以及一些這些套件的主要特徵。此外,本書還提供了如何在R中表示和處理圖形建模的更高級方面的範例。七個章節涵蓋的主題包括應用於列聯表的圖形模型、高斯和混合圖形模型、貝葉斯網路以及高維數據建模。
作者簡介
Søren Højsgaard is Associate Professor in Statistics and Head of the Department of Mathematical Sciences at Aalborg University.
David Edwards is Associate Professor at the Department of Molecular Biology and Genetics, Aarhus University.
Steffen Lauritzen is Professor of Statistics and Head of the Department of Statistics at the University of Oxford.
作者簡介(中文翻譯)
Søren Højsgaard 是奧爾堡大學數學科學系的副教授及系主任。
David Edwards 是奧胡斯大學分子生物學與遺傳學系的副教授。
Steffen Lauritzen 是牛津大學統計學教授及統計系主任。