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Applied Linear Statistical Models：Applied Linear Regression Models（5版） pdf epub mobi txt 电子书 下载 2025

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Applied Linear Statistical Models：Applied Linear Regression Models（5版）
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著者
出版者 出版社：华泰文化 订阅出版社新书快讯 新功能介绍
翻译者
出版日期 出版日期：2019/09/04
语言 语言：英文

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发表于2025-01-10

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1. Added material on important techniques for data mining, including regression trees and neural network models in Chapters 11 and 13.

　　2. The Chapter on logistic regression (Chapter 14) has been extensively revised and expanded to include a more thorough treatment of logistic, probit, and complementary log-log models, logistic regression residuals, model selection, model assessment, logistic regression diagnostics, and goodness of fit tests. We have also developed new material on polytomous (multicategory) nominal logistic regression models and polytomous ordinal logistic regression models.

　　3. We have expanded the discussion of model selection methods and criteria. The Akaike information criterion and Schwarz Bayesian criterion have been added, and a greater emphasis is placed on the use of cross-validation for model selection and validation.

　　4. New open ended 'Cases' based on data sets from business, health care, and engineering are included. Also, many problem data sets have been updated and expanded.

　　5. The text includes a CD with all data sets and the Student Solutions manual in PDF. In addition a new supplement, SAS and SPSS Program Solutions by Replogle and Johnson is available for the Fifth Edition.

著者信息

作者简介

Michael H. Kutner

　　现职：Emory University

Christopher J. Nachtsheim

　　现职：University of Minnesota

John Neter

　　现职：University of Georgia

William Li

　　现职：University of Minnesota
Applied Linear Statistical Models：Applied Linear Regression Models（5版） pdf epub mobi txt 电子书 下载

图书目录

PART I: SIMPLE LINEAR REGRESSION
Ch 1 Linear Regression with One Predictor Variable
Ch 2 Inferences in Regression and Correlation Analysis
Ch 3 Diagnostics and Remedial Measures
Ch 4 Simultaneous Inferences and Other Topics in Regression Analysis
Ch 5 Matrix Approach to Simple Linear Regression Analysis

PART II: MULTIPLE LINEAR REGRESSION
Ch 6 Multiple Regression I
Ch 7 Multiple Regression II
Ch 8 Regression Models for Quantitative and Qualitative Predictors
Ch 9 Building the Regression Model I: Model Selection and Validation
Ch10 Building the Regression Model II: Diagnostics
Ch11 Building the Regression Model III: Remedial Measures
Ch12 Autocorrelation in Time Series Data

PART III: NONLINEAR REGRESSION
Ch13 Introduction to Nonlinear Regression and Neural Networks
Ch14 Logistic Regression, Poisson Regression, and Generalized Linear Models

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Applied Linear Statistical Models：Applied Linear Regression Models（5版） epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2025

Applied Linear Statistical Models：Applied Linear Regression Models（5版） epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2025

Applied Linear Statistical Models：Applied Linear Regression Models（5版） pdf epub mobi txt 电子书 下载 2025


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