Eigenvalues, Multiplicities and Graphs

Eigenvalues, Multiplicities and Graphs

Charles R. Johnson , Carlos M. Saiago
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2018 · الإنجليزية · كيندل · 2 editions
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الوصف

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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تنسيق كيندل
صفحات 612 صفحات
لغة الإنجليزية
منشور Feb 12, 2018
الناشر Cambridge University Press
الطبعات 2 editions
رقم ISBN-10 1108547036
رقم ISBN-13 9781108547031
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