TitleRandom Walks and Diffusions on Graphs and Databases : An Introduction
Author(s)Blanchard, Philipp;Volchenkov, Dimitri
PublicationBerlin, Heidelberg, Springer Berlin Heidelberg, 2011.
DescriptionXIV, 262 p : online resource
Abstract NoteMost 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
ISBN,Price9783642195921
Keyword(s)1. Applications of Graph Theory and Complex Networks 2. COMPLEX MANIFOLDS 3. COMPLEXITY 4. COMPUTATIONAL COMPLEXITY 5. Data structures (Computer science) 6. Data Structures and Information Theory 7. EBOOK 8. EBOOK - SPRINGER 9. Manifolds (Mathematics) 10. Manifolds and Cell Complexes (incl. Diff.Topology) 11. PHYSICS
Item TypeeBook
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