Graph partitioning and graph clustering : 10th DIMACS Implementation Challenge Workshop, February 13-14, 2012, Georgia Institute of Technology, Atlanta, GA

Graph partitioning and graph clustering are ubiquitous subtasks in many applications where graphs play an important role. Generally speaking, both techniques aim at the identification of vertex subsets with many internal and few external edges. To name only a few, problems addressed by graph partiti...

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Hlavní autoři: DIMACS Implementation Challenge Workshop, Bader, David A.
Médium: E-kniha Kniha
Jazyk:angličtina
Vydáno: Providence, R.I American Mathematical Society 2013
Edice:Contemporary mathematics
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ISBN:9780821890387, 0821890387
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Abstract Graph partitioning and graph clustering are ubiquitous subtasks in many applications where graphs play an important role. Generally speaking, both techniques aim at the identification of vertex subsets with many internal and few external edges. To name only a few, problems addressed by graph partitioning and graph clustering algorithms are: li>What are the communities within an (online) social network? How do I speed up a numerical simulation by mapping it efficiently onto a parallel computer? How must components be organised on a computer chip such that they can communicate efficiently with each other? What are the segments of a digital image? Which functions are certain genes (most likely) responsible for? The 10th DIMACS Implementation Challenge Workshop was devoted to determining realistic performance of algorithms where worst case analysis is overly pessimistic and probabilistic models are too unrealistic. Articles in the volume describe and analyse various experimental data with the goal of getting insight into realistic algorithm performance in situations where analysis fails. This book is published in cooperation with the Center for Discrete Mathematics and Theoretical Computer Science.
AbstractList Graph partitioning and graph clustering are ubiquitous subtasks in many applications where graphs play an important role. Generally speaking, both techniques aim at the identification of vertex subsets with many internal and few external edges. To name only a few, problems addressed by graph partitioning and graph clustering algorithms are: li>What are the communities within an (online) social network? How do I speed up a numerical simulation by mapping it efficiently onto a parallel computer? How must components be organised on a computer chip such that they can communicate efficiently with each other? What are the segments of a digital image? Which functions are certain genes (most likely) responsible for? The 10th DIMACS Implementation Challenge Workshop was devoted to determining realistic performance of algorithms where worst case analysis is overly pessimistic and probabilistic models are too unrealistic. Articles in the volume describe and analyse various experimental data with the goal of getting insight into realistic algorithm performance in situations where analysis fails. This book is published in cooperation with the Center for Discrete Mathematics and Theoretical Computer Science.
Author Bader, David A.
DIMACS Implementation Challenge Workshop
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Center for Discrete Mathematics and Theoretical Computer Science
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Snippet Graph partitioning and graph clustering are ubiquitous subtasks in many applications where graphs play an important role. Generally speaking, both techniques...
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SubjectTerms Combinatorics -- Graph theory -- Graph algorithms. msc
Combinatorics -- Graph theory -- Graphs and linear algebra (matrices, eigenvalues, etc.). msc
Combinatorics -- Graph theory -- Hypergraphs. msc
Combinatorics -- Graph theory -- Small world graphs, complex networks. msc
Computer science -- Algorithms -- Nonnumerical algorithms. msc
Computer science -- Algorithms -- Parallel algorithms. msc
Computer science -- Discrete mathematics in relation to computer science -- Graph theory (including graph drawing). msc
Graph algorithms
Graph algorithms -- Congresses
Graph theory
Graph theory -- Congresses
Title Graph partitioning and graph clustering : 10th DIMACS Implementation Challenge Workshop, February 13-14, 2012, Georgia Institute of Technology, Atlanta, GA
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