简介:该书深入浅出地介绍了数值线性代数的理论与应用,由著名数学家James W. Demmel撰写。书中涵盖了广泛的应用领域,并提供了许多实用算法和案例分析。
Applied Numerical Linear Algebra by Demmel is a comprehensive resource that covers various aspects of numerical linear algebra, including algorithms and their implementations. The book provides detailed explanations on direct methods for solving systems of linear equations, least squares problems, eigenvalue problems, and singular value decomposition. It also discusses the stability and accuracy of different algorithms under various conditions.
Demmels work is particularly noted for its clarity in explaining complex concepts along with practical examples that illustrate how these techniques can be applied in real-world scenarios. The text includes discussions on software packages used to implement numerical linear algebra methods, providing readers with insights into both theoretical foundations and practical applications.
Overall, Applied Numerical Linear Algebra serves as an essential guide for students, researchers, and practitioners interested in advancing their understanding of numerical linear algebra techniques and their computational aspects.