Praise for the Fourth Edition: "This book is ...an excellent source of examples for regression analysis. It has been and still is readily readable and understandable." --Journal of the American Statistical Association Regression analysis is a conceptually simple method for investigating relationships among variables. Carrying out a successful application of regression analysis, however, requires a balance of theoretical results, empirical rules, and subjective judgment. Regression Analysis by Example, Fifth Edition has been expanded and thoroughly updated to reflect recent advances in the field. The emphasis continues to be on exploratory data analysis rather than statistical theory. The book offers in-depth treatment of regression diagnostics, transformation, multicollinearity, logistic regression, and robust regression. The book now includes a new chapter on the detection and correction of multicollinearity, while also showcasing the use of the discussed methods on newly added data sets from the fields of engineering, medicine, and business. The Fifth Edition also explores additional topics, including: Surrogate ridge regression Fitting nonlinear models Errors in variables ANOVA for designed experiments Methods of regression analysis are clearly demonstrated, and examples containing the types of irregularities commonly encountered in the real world are provided. Each example isolates one or two techniques and features detailed discussions, the required assumptions, and the evaluated success of each technique. Additionally, methods described throughout the book can be carried out with most of the currently available statistical software packages, such as the software package R. Regression Analysis by Example, Fifth Edition is suitable for anyone with an understanding of elementary statistics.
發表於2024-12-23
Regression Analysis by Example 2024 pdf epub mobi 電子書 下載
國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
評分國內很多數據分析相關的書籍脫離實際,著重於論述理想狀態下,符閤假設的情況的分析方法。對實際中大量不滿足假設的情景,幫助有限,實用性不足。這本書是我見過的難得的好書之一,它細緻描述瞭理想狀態下做瞭什麼假設,假設不滿足的情況下又應如何處理。即講清楚理論的閤理性...
圖書標籤: 統計學 教材 statistics Statistics 計量 機器學習 建模 外國技術
又是教材~STAT 333 textbook. not easy to understand even with plenty of examples.
評分又是教材~STAT 333 textbook. not easy to understand even with plenty of examples.
評分又是教材~STAT 333 textbook. not easy to understand even with plenty of examples.
評分又是教材~STAT 333 textbook. not easy to understand even with plenty of examples.
評分又是教材~STAT 333 textbook. not easy to understand even with plenty of examples.
Regression Analysis by Example 2024 pdf epub mobi 電子書 下載