回帰モデル入門：線形・非線形 Linear Regression : An Introduction to Statistical Models

著者名：Martin, Peter

SAGE Publications Ltd（2022/03/01発売）

• 言語：ENG
• ISBN：9781526424174
• eISBN：9781529711073

Description

This text introduces the fundamental linear regression models used in quantitative research.  It covers both the theory and application of these statistical models, and illustrates them with illuminating graphs. The author offers guidence on:

• Deciding the most appropriate model to use for your research
• Conducting simple and multiple linear regression
• Checking model assumptions and the dangers of overfitting

Part of The SAGE Quantitative Research Kit, this book will help you make the crucial steps towards mastering multivariate analysis of social science data.

Table of Contents

What is a statistical model
Simple linear regression
Assumptions and transformations
Multiple linear regression: A model for multivariate relationships
Multiple linear regression: Inference, assumptions, and standardization
Where to go from here