| 書目名稱 | Linear Algebra with Python | | 副標題 | Theory and Applicati | | 編輯 | Makoto Tsukada,Yuji Kobayashi,Masato Noguchi | | 視頻video | http://file.papertrans.cn/587/586284/586284.mp4 | | 概述 | Gives a unified overview of various phenomena with linear structure from the perspective of functional analysis.Makes it enjoyable to learn linear algebra with Python by performing linear calculations | | 叢書名稱 | Springer Undergraduate Texts in Mathematics and Technology | | 圖書封面 |  | | 描述 | .This textbook is for those who want to learn linear algebra from the basics. After a brief mathematical introduction, it provides the standard curriculum of linear algebra based on an abstract linear space. It covers, among other aspects: linear mappings and their matrix representations, basis, and dimension; matrix invariants, inner products, and norms; eigenvalues and eigenvectors; and Jordan normal forms. Detailed and self-contained proofs as well as descriptions are given for all theorems, formulas, and algorithms...A unified overview of linear structures is presented by developing linear algebra from the perspective of functional analysis. Advanced topics such as function space are taken up, along with Fourier analysis, the Perron–Frobenius theorem, linear differential equations, the state transition matrix and the generalized inverse matrix, singular value decomposition, tensor products, and linear regression models. These all provide a bridge to more specialized theories based on linear algebra in mathematics, physics, engineering, economics, and social sciences..Python is used throughout the book to explain linear algebra. Learning with Python interactively, readers will n | | 出版日期 | Textbook 2023 | | 關鍵詞 | Orthogonal Projection; Fourier Expansion; Generalized Inverse; Singular Value Decomposition; Tensor Prod | | 版次 | 1 | | doi | https://doi.org/10.1007/978-981-99-2951-1 | | isbn_softcover | 978-981-99-2953-5 | | isbn_ebook | 978-981-99-2951-1Series ISSN 1867-5506 Series E-ISSN 1867-5514 | | issn_series | 1867-5506 | | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor |
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