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Random Walks and Diffusions on Graphs and Databases An Introduction /

Most networks and databases that humans have to deal with contain large, albeit finite number of units. Their structure, for maintaining functional consistency of the components, is essentially not random and calls for a precise quantitative description of relations between nodes (or data units) and...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Blanchard, Philipp (Autor), Volchenkov, Dimitri (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2011.
Edición:1st ed. 2011.
Colección:Springer Series in Synergetics, 10
Temas:
Acceso en línea:Texto Completo

MARC

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245 1 0 |a Random Walks and Diffusions on Graphs and Databases  |h [electronic resource] :  |b An Introduction /  |c by Philipp Blanchard, Dimitri Volchenkov. 
250 |a 1st ed. 2011. 
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300 |a XIV, 262 p.  |b online resource. 
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490 1 |a Springer Series in Synergetics,  |x 2198-333X ;  |v 10 
505 0 |a Introduction to Permutations, Markov Chains, and Partitions -- Worth Another Binary Relation: Graphs -- Permutations Sieved Through Adjacency: Garph Autormorphisms -- Exploring Undirected Graphs by Random Walks -- Embedding of Graphs in Probabilistic Euclidean Space -- Random Walks and Electric Resistance Networks -- Random Walks and Diffusions on Directed Graphs and Interacting Networks -- Structural Analysis of Networks and Databases -- When Feedbacks Matter: Epidemics, Synchronization, and Self-Regulation in Complex Networks -- Critical Phenomena on Large Graphs With Regular Subgraphs -- Glossary of Graph Theory. 
520 |a Most networks and databases that humans have to deal with contain large, albeit finite number of units. Their structure, for maintaining functional consistency of the components, is essentially not random and calls for a precise quantitative description of relations between nodes (or data units) and all network components. This book is an introduction, for both graduate students and newcomers to the field, to the theory of graphs and random walks on such graphs. The methods based on random walks and diffusions for exploring the structure of finite connected graphs and databases are reviewed (Markov chain analysis). This provides the necessary basis for consistently discussing a number of applications such diverse as electric resistance networks, estimation of land prices, urban planning, linguistic databases, music, and gene expression regulatory networks. 
650 0 |a Graph theory. 
650 0 |a Manifolds (Mathematics). 
650 0 |a Data structures (Computer science). 
650 0 |a Information theory. 
650 0 |a Dynamics. 
650 0 |a Nonlinear theories. 
650 1 4 |a Graph Theory. 
650 2 4 |a Manifolds and Cell Complexes. 
650 2 4 |a Data Structures and Information Theory. 
650 2 4 |a Applied Dynamical Systems. 
700 1 |a Volchenkov, Dimitri.  |e author.  |4 aut  |4 http://id.loc.gov/vocabulary/relators/aut 
710 2 |a SpringerLink (Online service) 
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