Regression in Engineering and the Applied Sciences: Applications in R
暫譯: 工程與應用科學中的迴歸分析：R 語言的應用
Chattamvelli, Rajan
- 出版商: Springer
- 出版日期: 2025-02-03
- 售價: $1,860
- 貴賓價: 9.5 折 $1,767
- 語言: 英文
- 頁數: 205
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3031766717
- ISBN-13: 9783031766718
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商品描述
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.
商品描述(中文翻譯)
本書介紹了廣泛的迴歸模型，包括計數迴歸模型、約束和懲罰迴歸模型，如 ridge、LASSO 和 elasticnet 迴歸，這些模型在各種應用科學領域中被廣泛使用。作者描述了最小二乘法原則的歷史發展、簡單線性迴歸和多項式迴歸。此外，書中詳細討論了邏輯迴歸和多元線性迴歸。還提出了一種新穎的方法來估計線性迴歸的斜率，並強調數值問題的重要性。
作者簡介
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.
作者簡介(中文翻譯)
Rajan Chattamvelli 博士是印度阿姆里塔大學（Amrita University）高級科學學院的教授。他在國際期刊上發表了超過20篇研究文章，研究興趣包括計算統計、演算法設計、平行計算、資料探勘、機器學習、區塊鏈、組合數學以及大數據分析。
