Applied Predictive Modeling

Applied Predictive Modeling pdf epub mobi txt 電子書 下載2025

出版者:Springer
作者:Max Kuhn
出品人:
頁數:600
译者:
出版時間:2013-9-15
價格:USD 89.95
裝幀:Hardcover
isbn號碼:9781461468486
叢書系列:
圖書標籤:
  • 機器學習
  • 統計學
  • R
  • MachineLearning
  • 數據挖掘
  • 數學
  • 數據科學
  • 統計
  • 預測建模
  • 機器學習
  • 統計建模
  • 數據挖掘
  • R語言
  • Python
  • 迴歸分析
  • 分類
  • 時間序列
  • 模型評估
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具體描述

This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics. Dr. Kuhn is a Director of Non-Clinical Statistics at Pfizer Global R&D in Groton Connecticut. He has been applying predictive models in the pharmaceutical and diagnostic industries for over 15 years and is the author of a number of R packages. Dr. Johnson has more than a decade of statistical consulting and predictive modeling experience in pharmaceutical research and development. He is a co-founder of Arbor Analytics, a firm specializing in predictive modeling and is a former Director of Statistics at Pfizer Global R&D. His scholarly work centers on the application and development of statistical methodology and learning algorithms.

著者簡介

圖書目錄

讀後感

評分

I've read several books in machine learning. • Pattern recognition and machine learning • Introduction of statistical learning • Applied predictive models The first one is a comprehensive book to include all the theories and mathematical formu...

評分

I've read several books in machine learning. • Pattern recognition and machine learning • Introduction of statistical learning • Applied predictive models The first one is a comprehensive book to include all the theories and mathematical formu...

評分

I've read several books in machine learning. • Pattern recognition and machine learning • Introduction of statistical learning • Applied predictive models The first one is a comprehensive book to include all the theories and mathematical formu...

評分

I've read several books in machine learning. • Pattern recognition and machine learning • Introduction of statistical learning • Applied predictive models The first one is a comprehensive book to include all the theories and mathematical formu...

評分

I've read several books in machine learning. • Pattern recognition and machine learning • Introduction of statistical learning • Applied predictive models The first one is a comprehensive book to include all the theories and mathematical formu...

用戶評價

评分

是本好書,再看第二遍。話說imputation那一節用correlation來測度performance簡直不能忍啊,這壓根是錯的。

评分

入門必讀

评分

the caret package

评分

一定要看英文版。韆萬彆看中文版,韆萬彆看中文版,韆萬彆看中文版!!幾個譯者的水平太爛瞭,高考語文成績估計不及格。

评分

基本算是用R做預測性模型的必備參考手冊瞭。

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