Regression in Engineering and the Applied Sciences

Applications in R

Rajan Chattamvelli (Autor)

Buch | Hardcover

XVIII, 232 Seiten

2025
Springer International Publishing (Verlag)
978-3-031-76671-8 (ISBN)

Noch nicht erschienen - erscheint am 27.01.2025
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This book presents a broad range of regression models including count regression models, constrained and penalised regression models such as ridge, LASSO, and elasticnet regression that are used in various applied science fields. The author describes the historical development of the least squares principle, simple linear regression, and Polynomial regression. In addition, logistic regression and multiple linear regression are discussed at length. A novel method to estimate the slope of linear regression is presented along with an emphasis on the importance of numeric problems.

Rajan Chattamvelli, Ph.D., is a Professor in the School of Advanced Sciences at Amrita University, India. He has published more than 20 research articles in international journals, and his research interests include computational statistics, design of algorithms, parallel computing, data mining, machine learning, blockchain, combinatorics, and big data analytics.

Types of Regression.- Simple Liner Regression.- Logistic Regression.- Multiple Linear Regression.- Applications of Regression.

Erscheint lt. Verlag	27.1.2025
Reihe/Serie	Synthesis Lectures on Mathematics & Statistics
Zusatzinfo	X, 215 p.
Verlagsort	Cham
Sprache	englisch
Maße	168 x 240 mm
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Mathematik / Informatik ► Mathematik ► Computerprogramme / Computeralgebra
	Mathematik / Informatik ► Mathematik ► Wahrscheinlichkeit / Kombinatorik
Schlagworte	Applications of Regression • Least Squares • Logistic Regression • multiple regression • Quantile Regression • Ridge regression
ISBN-10	3-031-76671-7 / 3031766717
ISBN-13	978-3-031-76671-8 / 9783031766718
Zustand	Neuware