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Random Walks and Diffusions on Graphs and Databases

von Dimitri Volchenkov und Philipp Blanchard
Softcover - 9783642268427
96,25 €
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Hardcover - 9783642195914
106,99 €

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Weitere Formate

Hardcover - 9783642195914
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Beschreibung

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.

An Introduction

An Introduction

Details

Verlag Springer Berlin
Ersterscheinung 15. Juli 2013
Maße 23.5 cm x 15.5 cm
Gewicht 423 Gramm
Format Softcover
ISBN-13 9783642268427
Auflage 2011
Seiten 262

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