Linear Regression With Python: A Tutorial Introduction to the Mathematics of Regression Analysis

2024-12-19 分类：电子书 评论(0)

Linear Regression With Python: A Tutorial Introduction to the Mathematics of Regression Analysis (Tutorial Introductions)

Linear Regression With Python: A Tutorial Introduction to the Mathematics of Regression Analysis (Tutorial Introductions)

Author: James V Stone (Author)

Publisher finelybook 出版社:‏ ‎Sebtel Press

Edition 版本:‏ ‎ N/A

Publication Date 出版日期:‏ ‎ 2022-01-13

Language 语言: ‎ English

Print Length 页数: ‎ 138 pages

ISBN-10: ‎ 191627918X

ISBN-13: ‎ 9781916279186

Book Description

Linear regression is the workhorse of data analysis. It is the first step, and often the only step, in fitting a simple model to data. This brief book explains the essential mathematics required to understand and apply regression analysis. The tutorial style of writing, accompanied by over 30 diagrams, offers a visually intuitive account of linear regression, including a brief overview of nonlinear and Bayesian regression. Hands-on experience is provided in the form of numerical examples, included as Python code at the end of each chapter, and implemented online as Python and Matlab code. Supported by a comprehensive glossary and tutorial appendices, this book provides an ideal introduction to regression analysis.

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