Eigenvalues, Multiplicities and Graphs

Eigenvalues, Multiplicities and Graphs

Charles R. Johnson , Carlos M. Saiago
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Feb 12, 2018 · 英语 · Kindle (612 页数)
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书籍详情

格式 Kindle
页数 612
语言 英语
已发布 Feb 12, 2018
出版商 Cambridge University Press
ISBN-10 1108547036
ISBN-13 9781108547031

描述

This work delves into the interplay between linear algebra and graph theory, illustrating how the structure of a matrix can be understood through its graphical representation. The authors detail the significance of eigenvalues and their multiplicities in shedding light on the properties of matrices, emphasizing the connections between algebraic and combinatorial perspectives.

Through careful examination, they reveal how the arrangement of nonzero entries affects eigenvalues, offering insights into both theoretical frameworks and practical applications. Complex concepts are made accessible, making this volume particularly valuable for students and researchers alike who seek to deepen their understanding of eigenvectors, spectral theory, and the implications of matrix structure.

In addition to theoretical discussions, the book provides numerous examples and applications, highlighting the relevance of these relationships in areas such as statistics, network theory, and data analysis. This comprehensive approach ensures that readers gain a robust grasp of the material, facilitating their exploration of advanced topics in mathematics and its applications.
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