SIAM Review, Volume 64, Issue 3, Page 751-759, August 2022.
The section starts with two hot topics combined into one book: data-driven science and COVID-19. In our featured review, Anita Layton reviews the book Computational Epidemiology: Data-Driven Modeling of COVID-19, by Ellen Kuhl. She concludes her detailed review with the assessment: “This is a timely and truly wonderful book.” Dynamics continues in the second review. The book An Introduction to Nonautonomous Dynamical Systems and Their Attractors, by Peter E. Kloeden and Meihua Yang, is reviewed by Felix Ye, who recommends this book as much more accessible than others. Mathematical fundamentals in a modern guise are presented in A. J. Roberts's book Linear Algebra for the 21st Century. In his review of the book, Joakim Sundnes emphasizes the very contemporary examples it contains. In the subsequent review of the book Numerical Methods for Conservation Laws: From Analysis to Algorithms, by Jan Hesthaven, Jing-Mei Qiu describes it as a future “classic reference book on the computational fluid dynamics shelf.” Afterwards, A. H. Dooley reviews the book Ergodic Dynamics: From Basic Theory to Applications, by Jane Hawkins, and praises it as an introduction to modern ergodic theory and dynamical systems. The section is concluded by my review of Tomé Almeida Borges and Rui Neves's compact book Financial Data Resampling for Machine Learning Based Trading---Application to Cryptocurrency Markets.

中文翻译：

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书评

SIAM 评论，第 64 卷，第 3 期，第 751-759 页，2022 年 8 月。
该部分从将两个热门主题组合成一本书开始：数据驱动的科学和 COVID-19。在我们的特色评论中，Anita Layton 评论了 Ellen Kuhl 所著的《计算流行病学：COVID-19 的数据驱动建模》一书。她以评估结束了她的详细评论：“这是一本及时且真正精彩的书。” 动力学在第二次审查中继续。Peter E. Kloeden 和 Meihua Yang 所著的 An Introduction to Nonautonomous Dynamical Systems and Its Attractors 一书由 Felix Ye 评论，他推荐这本书比其他书更容易阅读。AJ Roberts 的《21 世纪的线性代数》一书中介绍了现代形式的数学基础。Joakim Sundnes 在他对这本书的评论中强调了其中包含的非常现代的例子。在随后对 Jan Hesthaven 的《Numerical Methods for Conservation Laws: From Analysis to Algorithms》一书的评论中，Jing-Mei Qiu 将其描述为未来的“计算流体动力学书架上的经典参考书”。之后，AH Dooley 回顾了 Jane Hawkins 所著的《遍历动力学：从基础理论到应用》一书，并称赞它是对现代遍历理论和动力系统的介绍。该部分的结尾是我对 Tomé Almeida Borges 和 Rui Neves 的紧凑书 Financial Data Resampling for Machine Learning Based Trading---Application to Cryptocurrency Markets 的回顾。从基础理论到应用，简·霍金斯（Jane Hawkins），称赞它是对现代遍历理论和动力系统的介绍。该部分的结尾是我对 Tomé Almeida Borges 和 Rui Neves 的紧凑书 Financial Data Resampling for Machine Learning Based Trading---Application to Cryptocurrency Markets 的回顾。从基础理论到应用，简·霍金斯（Jane Hawkins），称赞它是对现代遍历理论和动力系统的介绍。该部分的结尾是我对 Tomé Almeida Borges 和 Rui Neves 的紧凑书 Financial Data Resampling for Machine Learning Based Trading---Application to Cryptocurrency Markets 的回顾。