Linear Algebra in Data Science

Zizler, Peter, La Haye, Roberta

Linear Algebra in Data Science
  • 出版商: Birkhauser Boston
  • 出版日期: 2024-05-15
  • 售價: $2,000
  • 貴賓價: 9.5 折 $1,900
  • 語言: 英文
  • 頁數: 199
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031549074
  • ISBN-13: 9783031549076
  • 相關分類: 線性代數 Linear-algebra、Data Science

    • 下單後立即進貨 (約1週~2週)

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商品描述

This textbook explores applications of linear algebra in data science at an introductory level, showing readers how the two are deeply connected. The authors accomplish this by offering exercises that escalate in complexity, many of which incorporate MATLAB. Practice projects appear as well for students to better understand the real-world applications of the material covered in a standard linear algebra course. Some topics covered include singular value decomposition, convolution, frequency filtering, and neural networks. Linear Algebra in Data Science is suitable as a supplement to a standard linear algebra course.

商品描述(中文翻譯)

這本教科書以初級水平探索線性代數在數據科學中的應用，向讀者展示兩者之間的深刻聯繫。作者通過提供漸進複雜度的練習題來實現這一目標，其中許多題目使用了MATLAB。同時，還提供了實踐項目，讓學生更好地理解標準線性代數課程中所涵蓋的材料在現實世界中的應用。一些涵蓋的主題包括奇異值分解、卷積、頻率過濾和神經網絡。《線性代數在數據科學中》適合作為標準線性代數課程的補充教材。

作者簡介

Peter Zizler is a professor of mathematics at Mount Royal University in Calgary. He holds a Ph.D. in mathematics (linear algebra). He has publications in various journals with research done in diverse areas of linear algebra, Fourier analysis and wavelet analysis. He has also published articles on the Gini index and Lorenz curve, research papers in mathematical education and statistics. He has also previously co-authored a textbook with Springer, Introduction to Modern Analysis (2015), as well as a chapter Applications of the Gini Index Beyond Economics and Statistics, in the Handbook of the Mathematics of the Arts and Sciences, Springer (2021).
Roberta La Haye is an associate professor of mathematics at Mount Royal University in Calgary. She holds a Ph.D. in mathematics (group theory). Her current research interests include ties between mathematics and the visual art and ties between mathematics and statistics. She has publications in mathematics journals, visual arts education journals and statistics journals as well as co-authored book chapters in Co-Teaching in Higher Education: From Theory to Co-Practice, University of Toronto Press, (2017) and Applications of the Gini Index Beyond Economics and Statistics, in the Handbook of the Mathematics of the Arts and Sciences, Springer (2021).

作者簡介(中文翻譯)

Peter Zizler是卡爾加里皇家山大學的數學教授。他擁有數學（線性代數）的博士學位。他在各種期刊上發表了研究線性代數、傅立葉分析和小波分析等不同領域的論文。他還發表了關於基尼指數和洛倫茨曲線的文章，以及數學教育和統計學的研究論文。他還曾與Springer合著一本教科書《現代分析導論》（2015年），以及在Springer的《藝術與科學數學手冊》（2021年）中撰寫了一章關於基尼指數在經濟學和統計學之外的應用。

Roberta La Haye是卡爾加里皇家山大學的數學副教授。她擁有數學（群論）的博士學位。她目前的研究興趣包括數學與視覺藝術之間的聯繫，以及數學與統計學之間的聯繫。她在數學期刊、視覺藝術教育期刊和統計學期刊上發表了論文，並與其他人合著了《高等教育中的共同教學：從理論到共同實踐》（2017年）和《藝術與科學數學手冊》（2021年）中的書籍章節，其中包括基尼指數在經濟學和統計學之外的應用。

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