Analyzing and Modeling Real-World Phenomena with Complex Networks: A Survey of Applications
arXiv:0711.3199 · doi:10.1080/00018732.2011.572452
Abstract
The success of new scientific areas can be assessed by their potential for contributing to new theoretical approaches and in applications to real-world problems. Complex networks have fared extremely well in both of these aspects, with their sound theoretical basis developed over the years and with a variety of applications. In this survey, we analyze the applications of complex networks to real-world problems and data, with emphasis in representation, analysis and modeling, after an introduction to the main concepts and models. A diversity of phenomena are surveyed, which may be classified into no less than 22 areas, providing a clear indication of the impact of the field of complex networks.
103 pages, 3 figures and 7 tables. A working manuscript, suggestions are welcomed
References in corpus (132)
- Fast unfolding of communities in large networks
- Understanding individual human mobility patterns
- Uncovering the overlapping community structure of complex networks in nature and society
- Statistical physics of social dynamics
- Comparing community structure identification
- The scaling laws of human travel
- Structure and tie strengths in mobile communication networks
- Quantifying social group evolution
- Scale-free brain functional networks
- Multiscale mobility networks and the large scale spreading of infectious diseases
- Efficient Immunization Strategies for Computer Networks and Populations
- Community Structure in Jazz
- Detecting rich-club ordering in complex networks
- Multirelational Organization of Large-scale Social Networks in an Online World
- Universality of citation distributions: towards an objective measure of scientific impact
- New Model of Internet Topology Using k-shell Decomposition
- MEDUSA - New Model of Internet Topology Using k-shell Decomposition
- Modeling the Worldwide Spread of Pandemic Influenza: Baseline Case and Containment Interventions
- Kronecker Graphs: An Approach to Modeling Networks
- A Sentimental Education: Sentiment Analysis Using Subjectivity Summarization Based on Minimum Cuts
- The Rich-Club Phenomenon In The Internet Topology
- Complex networks in climate dynamics - Comparing linear and nonlinear network construction methods
- Navigability of Complex Networks
- Understanding the spreading patterns of mobile phone viruses
- The backbone of the climate network
- The spatial structure of networks
- Geographical dispersal of mobile communication networks
- Scale free networks of earthquakes and aftershocks
- A Poissonian explanation for heavy-tails in e-mail communication
- Analysis of a large-scale weighted network of one-to-one human communication
- Mapping the Gnutella Network: Properties of Large-Scale Peer-to-Peer Systems and Implications for System Design
- Invasion threshold in heterogeneous metapopulation networks
- Networks and Cities: An Information Perspective
- Information dynamics shape the networks of Internet-mediated prostitution
- Preferential attachment in the protein network evolution
- Predictability and epidemic pathways in global outbreaks of infectious diseases: the SARS case study
- The rich-club phenomenon across complex network hierarchies
- Collective behavior of stock price movements in an emerging market
- On Compact Routing for the Internet
- Microdynamics in stationary complex networks
- Topology of Foreign Exchange Markets using Hierarchical Structure Methods
- Korean university life in a network perspective: Dynamics of a large affiliation network
- Assortative mixing in Protein Contact Networks and protein folding kinetics
- Predicting synthetic rescues in metabolic networks
- Network properties of written human language
- Local structure of directed networks
- Community structure and ethnic preferences in school friendship networks
- The Topology of Music Recommendation Networks
- On the universality of the scaling of fluctuations in traffic on complex networks
- Evolution of a large online social network
- The Structure of Phonological Networks Across Multiple Languages
- A network-based ranking system for American college football
- Exploring Complex Networks through Random Walks
- Structural Evolution of the Brazilian Airport Network
- Characterizing the network topology of the energy landscapes of atomic clusters
- Emergence of self-sustained patterns in small-world excitable media
- Complex earthquake networks: Hierarchical organization and assortative mixing
- Experience versus Talent Shapes the Structure of the Web
- Immunization of Real Complex Communication Networks
- Hide and seek on complex networks
- The Web Graph of a Tourism System
- The structural role of weak and strong links in a financial market network
- Disassortative mixing in online social networks
- Clusters or networks of economies? A macroeconomy study through GDP fluctuation correlations
- Predicting the connectivity of primate cortical networks from topological and spatial node properties
- Inter-Package Dependency Networks in Open-Source Software
- Folksonomy as a Complex Network
- The Network of EU-Funded Collaborative R&D Projects
- Optical study of the charge-density-wave mechanism in 2-TaS and NaTaS
- Correlations between structure and dynamics in complex networks
- Extremal Properties of Random Structures
- Equilibrium statistical mechanics of network structures
- Evolution of community structure in the world trade web
- The Social Network of Contemporary Popular Musicians
- Spectral and network methods in the analysis of correlation matrices of stock returns
- The Web of Connections between Tourism Companies in Elba: Structure and Dynamics
- Modular networks emerge from multiconstraint optimization
- Dynamical evolution of clustering in complex network of earthquakes
- Understanding the internet topology evolution dynamics
- Border Detection in Complex Networks
- Plausible models for propagation of the SARS virus
- Network of Econophysicists: a weighted network to investigate the development of Econophysics
- Fluctuation-driven capacity distribution in complex networks
- Clusters in weighted macroeconomic networks : the EU case. Introducing the overlapping index of GDP/capita fluctuation correlations
- Maximal spanning trees, asset graphs and random matrix denoising in the analysis of dynamics of financial networks
- Complex Networks, Simple Vision
- Macro- and micro-structure of trust networks
- A Small World Network of Prime Numbers
- Network model of human language
- Detecting modules in dense weighted networks with the Potts method
- Chain motifs: The tails and handles of complex networks
- Concentric Characterization and Classification of Complex Network Nodes: Theory and Application to Institutional Collaboration
- Spontaneous Self-Assembly of Transcription Factor Based Gene Regulation Networks
- What are the Best Hierarchical Descriptors for Complex Networks?
- Analyzing covert social network foundation behind terrorism disaster
- Is small-world network disordered?
- Morphological complex networks: Can individual morphology determine the general connectivity and dynamics of networks?
- Border trees of complex networks
- Preferential survival in models of complex ad hoc networks
- How Difficult is it to Develop a Perfect Spell-checker? A Cross-linguistic Analysis through Complex Network Approach
- The Complex Network of Evolutionary Computation Authors: an Initial Study
- Andrzej Pekalski networks of scientific interests with internal degrees of freedom through self-citation analysis
- Thermodynamic approach for community discovering within the complex networks: LiveJournal study
- Centrality properties of directed module members in social networks
- The Network of Commuters in London
- The structure of self-organized blogosphere
- What Is There Between Any Two Nodes in a Complex Network?
- Network statistics on early English Syntax: Structural criteria
- On Irregular Interconnect Fabrics for Self-Assembled Nanoscale Electronics
- Modularity "for free" in genome architecture?
- Measurement of neutral current cross sections at high Bjorken-x with the ZEUS detector at HERA
- Analyzing Trails in Complex Networks
- Quantitive and sociological analysis of blog networks
- Scaling in public transport networks
- The Community Structure of Econophysicist Collaboration Networks
- Seeking the best Internet Model
- Network Structure Revealed by Short Cycles
- Avalanches of Activation and Spikes in Neuronal Complex Networks
- Analysis and Synthesis of the Distribution of Consonants over Languages: A Complex Network Approach
- Filtering of complex systems using overlapping tree networks
- Diversity of Online Community Activities
- Hierarchy, Fractality, Small-World and Resilience of Haversian Bone Structure: A Complex Network Study
- Scale-Free Magnetic Networks: Comparing Observational Data with a Self-Organizing Model of the Coronal Field
- Sensitivity of complex networks measurements
- Diversity of Cortical States at Non-Equilibrium Simulated by the Ferromagnetic Ising Model Under Metropolis Dynamics
- Node discovery in a networked organization
- Random and Longest Paths: Unnoticed Motifs of Complex Networks
- Hubs in Languages: Scale Free Networks of Synonyms
- Outward Accessibility in Urban Street Networks: Characterization and Improvements
- Finite epidemic thresholds in fractal scale-free `large-world' networks
- Is the intrinsic disorder of proteins the cause of the scale-free architecture of protein-protein interaction networks?
- Synchronization of Non-Linear Random Walk Dynamics in Complex Network
Cited by in corpus (133)
- The structure and dynamics of multilayer networks
- The Kuramoto model in complex networks
- The Physics of Communicability in Complex Networks
- Networks in Cognitive Science
- Modeling the Multi-layer Nature of the European Air Transport Network: Resilience and Passengers Re-scheduling under random failures
- Modelling the Air Transport with Complex Networks: a short review
- Fundamentals of spreading processes in single and multilayer complex networks
- Combining complex networks and data mining: why and how
- Temporal Heterogeneities Increase the Prevalence of Epidemics on Evolving Networks
- Universal Properties of Mythological Networks
- A topological criterion for filtering information in complex brain networks
- A Universal Model of Global Civil Unrest
- A Survey on Subgraph Counting: Concepts, Algorithms and Applications to Network Motifs and Graphlets
- Using network science and text analytics to produce surveys in a scientific topic
- Self-healing networks: redundancy and structure
- Structural Evolution of the Brazilian Airport Network
- Multiscale Topological Properties Of Functional Brain Networks During Motor Imagery After Stroke
- Climate Dynamics: A Network-Based Approach for the Analysis of Global Precipitation
- Social Interaction Layers in Complex Networks for the Dynamical Epidemic Modeling of COVID-19 in Brazil
- Knowledge Acquisition: A Complex Networks Approach
- Optimized Gillespie algorithms for the simulation of Markovian epidemic processes on large and heterogeneous networks
- Classifying informative and imaginative prose using complex networks
- A review on turbulent and vortical flow analyses via complex networks
- Tight lower bound for percolation threshold on a quasi-regular graph
- Quantifying the interdisciplinarity of scientific journals and fields
- Analyzing complex networks through correlations in centrality measurements
- Role of dimensionality in complex networks: Connection with nonextensive statistics
- Concentric network symmetry grasps authors' styles in word adjacency networks
- Towards realistic artificial benchmark for community detection algorithms evaluation
- Authorship Attribution Based on Life-Like Network Automata
- The Web of Connections between Tourism Companies in Elba: Structure and Dynamics
- Time Series Analysis via Network Science: Concepts and Algorithms
- Network analysis of the Íslendinga sögur - the Sagas of Icelanders
- Universality in the spectral and eigenfunction properties of random networks
- Complex Networks Unveiling Spatial Patterns in Turbulence
- Border Detection in Complex Networks
- Random Rectangular Graphs
- Sampling of Temporal Networks: Methods and Biases
- Topological-collaborative approach for disambiguating authors' names in collaborative networks
- Online Social Network Analysis: A Survey of Research Applications in Computer Science
- Effect of assortative mixing in the second-order Kuramoto model
- Classification of Complex Networks Based on Topological Properties
- Predicting epidemic outbreak from individual features of the spreaders
- Complex network analysis of literary and scientific texts
- Respondent-driven sampling bias induced by clustering and community structure in social networks
- Identifying significant edges via neighborhood information
- SI-spreading-based network embedding in static and temporal networks
- Topic segmentation via community detection in complex networks
- From time-series to complex networks: Application to the cerebrovascular flow patterns in atrial fibrillation
- Rumor propagation with heterogeneous transmission in social networks
- Dynamical robustness of network of oscillators
- Dynamical evolution of the community structure of complex earthquake network
- Efficient learning strategy of Chinese characters based on network approach
- Characteristics of Real Futures Trading Networks
- Organization of networks with tagged nodes and biased links: a priori distinct communities. The case of Intelligent Design Proponents and Darwinian Evolution Defenders
- Lower bound of assortativity coefficient in scale-free networks
- Authorship attribution via network motifs identification
- A comparative analysis of knowledge acquisition performance in complex networks
- A similarity-based community detection method with multiple prototype representation
- Topological characterization of world cities
- Flow Motifs Reveal Limitations of the Static Framework to Represent Human interactions
- Using Complex Networks to Quantify Consistency in the Use of Words
- Network structure of thermonuclear reactions in nuclear landscape
- Multifractality in random networks with power-law decaying bond strengths
- Dynamic Hidden-Variable Network Models
- Fair sharing of resources in a supply network with constraints
- Characterization and exploitation of community structure in cover song networks
- Collective dynamics of phase-repulsive oscillators solves graph coloring problem
- A Similarity Approach to Cities and Features
- Persistent Homology of Fractional Gaussian Noise
- The topology of card transaction money flows
- Duality and free energy analyticity bounds for few-body Ising models with extensive homology rank
- Wall-induced anisotropy effects on turbulent mixing in channel flow: A network-based analysis
- Derivative-variable correlation reveals the structure of dynamical networks
- Exploring the "Middle Earth" of Network Spectra via a Gaussian Matrix Function
- Benefits of Semantics on Web Service Composition from a Complex Network Perspective
- Network-based model of the growth of termite nests
- Complex systems: features, similarity and connectivity
- How Integrated are Theoretical and Applied Physics?
- Evidential Communities for Complex Networks
- Impact of network topology on efficiency of proximity measures for community detection
- Analyzing Community-aware Centrality Measures Using The Linear Threshold Model
- The relationship between structure and function in locally observed complex networks
- SNoRe: Scalable Unsupervised Learning of Symbolic Node Representations
- Reaction rate weighted multilayer nuclear reaction network
- Comparing Cross Correlation-Based Similarities
- Derivative of a hypergraph as a tool for linguistic pattern analysis
- Opinion Dynamics on Networks under Correlated Disordered External Perturbations
- Computational and analytical studies of the Randić index in Erdös-Rényi models
- Slow-down or speed-up of inter- and intra-cluster diffusion of controversial knowledge in stubborn communities based on a small world network
- Triadic time series motifs
- Effect of Burstiness on the Air Transportation System
- Analysis of communities in a mythological social network
- Periodic fluctuations in correlation-based connectivity density time series: application to wind speed-monitoring network in Switzerland
- Multilayer network analysis of nuclear reactions
- Topological transition in a coupled dynamic in random networks
- Survey of Graph Analysis Applications
- A framework for evaluating complex networks measurements
- Measuring Proximity in Attributed Networks for Community Detection
- Quantitative modeling of degree-degree correlation in complex networks
- Unimodular lattice triangulations as small-world and scale-free random graphs
- Syntonets: Toward A Harmony-Inspired General Model of Complex Networks
- A perspective on the advancement of natural language processing tasks via topological analysis of complex networks
- Topological Properties of Web Services Similarity Networks
- Malleability of complex networks
- Can Spatiality Promote Diversity?
- Spatio-spectral networks for color-texture analysis
- How Coupled are Mass Spectrometry and Capillary Electrophoresis?
- An Ample Approach to Data and Modeling
- New nodes attack strategies for real complex weighted networks
- Topological measures for the analysis of wireless sensor networks
- Contour polygonal approximation using shortest path in networks
- Scalable Graph Algorithms
- Tree-based Coarsening and Partitioning of Complex Networks
- Communicability Angle and the Spatial Efficiency of Networks
- Link Prediction in Bipartite Networks
- Spectral properties of unimodular lattice triangulations
- Algorithms for Mapping Parallel Processes onto Grid and Torus Architectures
- Network Topology Inference Using Information Cascades with Limited Statistical Knowledge
- Structure-Preserving Sparsification of Social Networks
- Multilayer Complex Network Descriptors for Color-Texture Characterization
- Shortest Paths in Complex Networks: Structure and Optimization
- Overlapping Community Structure in Co-authorship Networks: a Case Study
- A Practical Two-Sample Test for Weighted Random Graphs
- Evolutionary design of non-frustrated networks of phase-repulsive oscillators
- Unveiling the Relationship Between Structure and Dynamics in Complex Networks
- Modeling Worldwide Highway Networks
- God (), the first small world network
- Probabilistic Constraint Programming for Parameters Optimisation of Generative Models
- Accounting for the Role of Long Walks on Networks via a New Matrix Function
- Tourism destinations as digital business ecosystems
- Link Analysis meets Ontologies: Are Embeddings the Answer?
- Core-satellite Graphs. Clustering, Assortativity and Spectral Properties