书评:;数据科学展览中的数学图片

IF 6.1 1区数学 Q1 MATHEMATICS, APPLIED

SIAM Review Pub Date : 2025-02-06 DOI:10.1137/24m1635077

Bamdad Hosseini

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引用次数: 0

摘要

SIAM评论，第67卷，第1期，第208-209页，2025年3月。《数据科学展览中的数学图片》这本书旨在向读者介绍在不断扩大的数据科学保护伞下聚集的许多数学思想。鉴于这个领域的迅速崛起和它经常移动的巨大速度，这本书作为一个受欢迎的路线图，为研究生和研究人员在该领域。鉴于其对理论的关注，这本书应该是数学家以及理论统计学家和计算机科学家最欣赏的。虽然算法是本书的主要焦点，但该论述绝不是数据科学的实践教程，而是关于数据科学算法和问题背后的理论思想的介绍性文本。

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Book Review:; Mathematical Pictures at a Data Science Exhibition

SIAM Review, Volume 67, Issue 1, Page 208-209, March 2025.
The book Mathematical Pictures at a Data Science Exhibition aims to introduce the reader to the many mathematical ideas that congregate under the ever-expanding umbrella of data science. Given the meteoric rise of this field and the immense speed at which it often moves, this book acts as a welcome road map for graduate students and researchers in the field. Given its focus on theory, the book should be most appreciated by mathematicians as well as theoretical statisticians and computer scientists. While algorithms are the main focus of the book, the exposition is by no means a hands-on tutorial in data science, but rather an introductory text on the theoretical ideas behind data science algorithms and problems.

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来源期刊

SIAM Review 数学-应用数学

CiteScore

16.90

自引率

0.00%

发文量

期刊介绍： Survey and Review feature papers that provide an integrative and current viewpoint on important topics in applied or computational mathematics and scientific computing. These papers aim to offer a comprehensive perspective on the subject matter. Research Spotlights publish concise research papers in applied and computational mathematics that are of interest to a wide range of readers in SIAM Review. The papers in this section present innovative ideas that are clearly explained and motivated. They stand out from regular publications in specific SIAM journals due to their accessibility and potential for widespread and long-lasting influence.