Cohesive Subgraph Computation over Large Sparse Graphs : Algorithms, Data Structures, and Programming Techniques / by Lijun Chang, Lu Qin

Von:

Chang, Lijun [VerfasserIn]

Mitwirkende(r):

Qin, Lu [VerfasserIn]

Resource type: Ressourcentyp: Buch (Online)Buch (Online)Sprache: Englisch Reihen: Springer Series in the Data Sciences | Springer eBook Collection | SpringerLink BücherVerlag: Cham : Springer International Publishing, 2018Beschreibung: Online-Ressource (XII, 107 p. 21 illus., 1 illus. in color, online resource)ISBN:

9783030035990

Schlagwörter:

Andere physische Formen: 9783030035983 | 9783030036003 | Erscheint auch als: 978-3-030-03598-3 Druck-Ausgabe | Printed edition: 9783030035983 | Printed edition: 9783030036003 DDC-Klassifikation:

518.1

MSC: MSC: *05-01 | 05C85 | 05C42 | 68R10 | 68P05 | 68W25LOC-Klassifikation:

QA76.9.A43

DOI: DOI: 10.1007/978-3-030-03599-0Online-Ressourcen:

Zusammenfassung: This book is considered the first extended survey on algorithms and techniques for efficient cohesive subgraph computation. With rapid development of information technology, huge volumes of graph data are accumulated. An availability of rich graph data not only brings great opportunities for realizing big values of data to serve key applications, but also brings great challenges in computation. Using a consistent terminology, the book gives an excellent introduction to the models and algorithms for the problem of cohesive subgraph computation. The materials of this book are well organized from introductory content to more advanced topics while also providing well-designed source codes for most algorithms described in the book. This is a timely book for researchers who are interested in this topic and efficient data structure design for large sparse graph processing. It is also a guideline book for new researchers to get to know the area of cohesive subgraph computationZusammenfassung: Introduction -- Linear Heap Data Structures -- Minimum Degree-based Core Decomposition -- Average Degree-based Densest Subgraph Computation -- Higher-order Structure-based Graph Decomposition -- Edge Connectivity-based Graph DecompositionPPN: PPN: 1045548510Package identifier: Produktsigel: ZDB-2-SEB | ZDB-2-SMA | ZDB-2-SXMS

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