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Random Walks and Diffusions on Graphs and Databases

Random Walks and Diffusions on Graphs and Databases An Introduction

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Springer Series in Synergetics

Random Walks and Diffusions on Graphs and Databases

An Introduction

Philipp Blanchard | Dimitri Volchenkov

Mathematics / Discrete Mathematics

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.
Philippe Blanchard is a mathematical physicist of international stature. He has edited/authored a number of books for Springer and is member of various editorial boards (e.g. Fundamental Theories of Physics)

Publication Date: 15 July 2013
Publisher: Springer Berlin Heidelberg
Imprint: Springer
ISBN-13: 9783642268427
Format: Paperback softback
Page Count: 262

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