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

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

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

James V Stone

140

Pagini

2022

An

Paperback

Copertă

Adaugă în bibliotecă
Editura Sebtel Press
Copertă Paperback
Pagini 140
An publicare 2022
ISBN 9781916279186

Descriere

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 diagra...

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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