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    3. Spectral Analysis of Growing Graphs: A Quantum Probability Point of View [Repost]

    Spectral Analysis of Growing Graphs: A Quantum Probability Point of View [Repost]

    Posted By: ChrisRedfield
    Date: 6 Dec 2017 12:50:44
    Spectral Analysis of Growing Graphs: A Quantum Probability Point of View [Repost]

    Nobuaki Obata - Spectral Analysis of Growing Graphs: A Quantum Probability Point of View
    Published: 2017-02-19 | ISBN: 9811035059 | PDF | 138 pages | 2.42 MB


    This book is designed as a concise introduction to the recent achievements on spectral analysis of graphs or networks from the point of view of quantum (or non-commutative) probability theory. The main topics are spectral distributions of the adjacency matrices of finite or infinite graphs and their limit distributions for growing graphs. The main vehicle is quantum probability, an algebraic extension of the traditional probability theory, which provides a new framework for the analysis of adjacency matrices revealing their non-commutative nature. For example, the method of quantum decomposition makes it possible to study spectral distributions by means of interacting Fock spaces or equivalently by orthogonal polynomials. Various concepts of independence in quantum probability and corresponding central limit theorems are used for the asymptotic study of spectral distributions for product graphs.

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