| Description |
1 online resource (viii, 482 pages) : illustrations (some color) |
| Series |
Understanding complex systems, 1860-0832 |
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Springer complexity |
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Understanding complex systems, 1860-0832
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Springer complexity.
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| Contents |
Intro; Preface; Contents; 1 Discovering Cluster Dynamics Using Kernel Spectral Methods; 1.1 Introduction; 1.2 Notation; 1.3 Static Clustering; 1.3.1 The KSC Model; 1.3.2 Applications; 1.4 Dynamic Clustering; 1.4.1 MKSC; 1.4.2 IKSC; 1.5 Concluding Remarks; References; 2 Community Detection in Bipartite Networks: Algorithms and Case studies; 2.1 Introduction; 2.2 Community Detection Algorithms; 2.2.1 Comparing Clusters and Partitions; 2.2.2 Benchmarks and Performance; 2.2.3 Modularity Based Algorithms and the Resolution Limit; 2.2.4 Minimum Description Length Based Algorithms |
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2.3 Algorithms for Bipartite Networks2.3.1 Modularity-Based Algorithms; 2.3.2 Label Propagation Algorithms; 2.3.3 Statistical Modelling and MDL Algorithms; 2.3.4 Infomap and the Convergence Problem; 2.4 The Weighted Projection Approach; 2.4.1 Description and Method; 2.4.2 Benchmark ̀̀Southern Women'' Dataset; 2.5 Case Studies; 2.5.1 Noordin Top Terrorist Network; 2.5.2 NSW Crime; 2.5.3 Internet Movie Database Network; 2.6 Conclusions and Further Work; References; 3 Epidemiological Modeling on Complex Networks; 3.1 Epidemiological Processes Taking Place on Complex Networks |
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3.1.1 Node-Based Mean-Field Approaches3.1.2 Edge-Based Mean-Field Approaches; 3.2 Application of Percolation Theory in Propagation Dynamics; 3.2.1 Bond Percolation; 3.2.2 Site Percolation; 3.3 Epidemic Models in Complex Network with Demographics; 3.3.1 The Static Network with Birth and Death; 3.3.2 The Dynamic Network with Birth and Death; 3.4 Epidemic Spreading on Multilayer Networks; 3.4.1 Epidemic Spreading on Interconnected Networks; 3.4.2 Epidemic Spreading on Multiplex Networks; References; 4 Resilience of Spatial Networks; 4.1 Introduction; 4.2 Dimension of Spatial Network |
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4.3 Flow Organization on Spatial Networks4.4 Cascading Failures on Spatial Networks; 4.5 Restoration Against Cascading Failures; 4.6 Challenge in the Reliability Engineering of Complex Systems; References; 5 Synchronization and Control of Hyper-Networks and Colored Networks; 5.1 Evolving Hyper-Network Models; 5.1.1 Evolving Uniform Hyper-Network Models; 5.1.2 Evolving Nonuniform Hyper-Network Models; 5.2 Synchronization on Uniform Dynamical Hyper-Networks; 5.2.1 Synchronization on Linearly-Coupled Hyper-Networks; 5.2.2 Synchronization on Nonlinearly-Coupled Hyper-Networks |
| Summary |
This elementary book provides some state-of-the-art research results on broad disciplinary sciences on complex networks |
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It presents an in-depth study with detailed description of dynamics, controls and applications of complex networks |
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The contents of this book can be summarized as follows |
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First, the dynamics of complex networks, for example, the cluster dynamic analysis by using kernel spectral methods, community detection algorithms in bipartite networks, epidemiological modeling with demographics and epidemic spreading on multi-layer networks, are studied |
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Second, the controls of complex networks are investigated including topics like distributed finite-time cooperative control of multi-agent systems by applying homogenous-degree and Lyapunov methods, composite finite-time containment control for disturbed second-order multi-agent systems, fractional-order observer design of multi-agent systems, chaos control and anticontrol of complex systems via Parrondos game and many more |
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Third, the applications of complex networks provide some applicable carriers, which show the importance of theories developed in complex networks |
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In particular, a general model for studying time evolution of transition networks, deflection routing in complex networks, recommender systems for social networks analysis and mining, strategy selection in networked evolutionary games, integration and methods in computational biology, are discussed in detail |
| Analysis |
computerwetenschappen |
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computer sciences |
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engineering |
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computernetwerken |
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computer networks |
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wiskunde |
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mathematics |
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Engineering (General) |
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Techniek (algemeen) |
| Notes |
English |
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Online resource; title from PDF title page (SpringerLink, viewed August 20, 2015) |
| Subject |
System analysis
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Computational complexity.
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Multiagent systems.
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Systems Analysis
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systems analysis.
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Mathematical physics.
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Nonlinear science.
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Cybernetics & systems theory.
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Science -- System Theory.
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Science -- Chaotic Behavior in Systems.
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Technology & Engineering -- General.
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Computational complexity
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Multiagent systems
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System analysis
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| Form |
Electronic book
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| Author |
Lü, Jinhu, editor
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Yu, Xing Huo, editor.
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Chen, G. (Guanrong), editor.
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Yu, Wenwu, editor
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| ISBN |
9783662478240 |
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3662478242 |
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