The Web of Human Sexual Contacts
arXiv:cond-mat/0106507 · doi:10.1038/35082140
Abstract
Many ``real-world'' networks are clearly defined while most ``social'' networks are to some extent subjective. Indeed, the accuracy of empirically-determined social networks is a question of some concern because individuals may have distinct perceptions of what constitutes a social link. One unambiguous type of connection is sexual contact. Here we analyze data on the sexual behavior of a random sample of individuals, and find that the cumulative distributions of the number of sexual partners during the twelve months prior to the survey decays as a power law with similar exponents for females and males. The scale-free nature of the web of human sexual contacts suggests that strategic interventions aimed at preventing the spread of sexually-transmitted diseases may be the most efficient approach.
7 pages with 2 eps figures. Latex file. For more details or for downloading the PDF file of the published article see http://polymer.bu.edu/~amaral/WebofContacts.html . For more results on teh structure of complex networks see http://polymer.bu.edu/~amaral/Networks.html
Cited by in corpus (269)
- Statistical mechanics of complex networks
- The structure and function of complex networks
- Statistical physics of social dynamics
- Epidemic processes in complex networks
- The spread of epidemic disease on networks
- Evolution of networks
- Mixing patterns in networks
- Temporal Networks
- Hierarchical Organization in Complex Networks
- Attack vulnerability of complex networks
- The worldwide air transportation network: Anomalous centrality, community structure, and cities' global roles
- Quantifying social group evolution
- Immunization of complex networks
- Subgraph Centrality in Complex Networks
- Efficient Immunization Strategies for Computer Networks and Populations
- Vital nodes identification in complex networks
- How to project a bipartite network?
- Human Mobility: Models and Applications
- A tool for filtering information in complex systems
- Reaction-diffusion processes and metapopulation models in heterogeneous networks
- Heterogeneity in oscillator networks: Are smaller worlds easier to synchronize?
- Analyzing and Modeling Real-World Phenomena with Complex Networks: A Survey of Applications
- A High-Resolution Human Contact Network for Infectious Disease Transmission
- The Network Analysis of Urban Streets: A Primal Approach
- Velocity and hierarchical spread of epidemic outbreaks in scale-free networks
- Problems with Fitting to the Power-Law Distribution
- Epidemic dynamics in finite size scale-free networks
- Halting viruses in scale-free networks
- Discrete-time Markov chain approach to contact-based disease spreading in complex networks
- Link Prediction Based on Local Random Walk
- Growing networks with local rules: preferential attachment, clustering hierarchy and degree correlations
- Epidemic spreading in correlated complex networks
- Is the Boston subway a small-world network ?
- Efficiency of Scale-Free Networks: Error and Attack Tolerance
- Statistical Analysis of Airport Network of China
- Deterministic Scale-Free Networks
- Simulation of an SEIR infectious disease model on the dynamic contact network of conference attendees
- Epidemic threshold in structured scale-free networks
- Epidemic spreading on interconnected networks
- Networks and the Epidemiology of Infectious Disease
- Preferential attachment in the growth of social networks: the case of Wikipedia
- Complex Networks as Hypergraphs
- Generating simple random graphs with prescribed degree distribution
- Stability and topology of scale-free networks under attack and defense strategies
- Robust Patterns in Food Web Structure
- Behaviors of susceptible-infected epidemics on scale-free networks with identical infectivity
- Edge-Based Compartmental Modeling for Infectious Disease Spread Part I: An Overview
- Modelling the Air Transport with Complex Networks: a short review
- Maximal planar networks with large clustering coefficient and power-law degree distribution
- Competing epidemics on complex networks
- Spreading dynamics in complex networks
- Incomplete ordering of the voter model on small-world networks
- Information dynamics shape the networks of Internet-mediated prostitution
- Nonequilibrium transitions in complex networks: a model of social interaction
- Vertex overload breakdown in evolving networks
- Quantitative and empirical demonstration of the Matthew effect in a study of career longevity
- Epidemic spreading on heterogeneous networks with identical infectivity
- Truncation of power law behavior in "scale-free" network models due to information filtering
- Structure and Time-Evolution of an Internet Dating Community
- A Model for Social Networks
- Epidemic spread in weighted scale-free networks
- Efficiency of informational transfer in regular and complex networks
- Edge overload breakdown in evolving networks
- Correlation based networks of equity returns sampled at different time horizons
- Individualization as driving force of clustering phenomena in humans
- Scaling laws for the movement of people between locations in a large city
- Identifying the starting point of a spreading process in complex networks
- Modeling Rumors: The No Plane Pentagon French Hoax Case
- Traffic-driven Epidemic Spreading in Finite-size Scale-Free Networks
- Predicting the size and probability of epidemics in a population with heterogeneous infectiousness and susceptibility
- Robust classification of salient links in complex networks
- Efficient and exact sampling of simple graphs with given arbitrary degree sequence
- Efficient local strategies for vaccination and network attack
- Suppressing Epidemics with a Limited Amount of Immunization Units
- Power-law models for infectious disease spread
- Social network dynamics of face-to-face interactions
- All scale-free networks are sparse
- Self-similar disk packings as model spatial scale-free networks
- Structure of a large social network
- A system of mobile agents to model social networks
- Spanning Trees and bootstrap reliability estimation in correlation based networks
- Vertex Intrinsic Fitness: How to Produce Arbitrary Scale-Free Networks
- An infectious disease model on empirical networks of human contact: bridging the gap between dynamic network data and contact matrices
- Social Dilemmas and Cooperation in Complex Networks
- Geography in a Scale-Free Network Model
- Universal Properties of Mythological Networks
- On network bipartivity
- Identifying high betweenness centrality nodes in large social networks
- Spectral Scaling in Complex Networks
- Branching Dynamics of Viral Information Spreading
- Structural transitions in scale-free networks
- Empirical analysis of web-based user-object bipartite networks
- Spreading of sexually transmitted diseases in heterosexual populations
- Non-perturbative heterogeneous mean-field approach to epidemic spreading in complex networks
- Evolving networks with disadvantaged long-range connections
- Diffusion-annihilation processes in complex networks
- Methods for measuring the citations and productivity of scientists across time and discipline
- Polynomial growth in age-dependent branching processes with diverging reproductive number
- Heterogeneous Bond Percolation on Multitype Networks with an Application to Epidemic Dynamics
- Proximity Networks and Epidemics
- Range-based attack on links in scale-free networks: are long-range links responsible for the small-world phenomenon?
- Analytical solution of a model for complex food webs
- Effects of immunization in small-world epidemics
- The Evolutionary Vaccination Dilemma in Complex Networks
- The Strength of Friendship Ties in Proximity Sensor Data
- Characterizing the network topology of the energy landscapes of atomic clusters
- Extreme self-organization in networks constructed from gene expression data
- Multi-state epidemic processes on complex networks
- Weighted Scale-Free Networks with Stochastic Weight Assignments
- High dimensional random Apollonian networks
- Behavior of susceptible-infected-susceptible epidemics on heterogeneous networks with saturation
- Epidemic threshold and control in a dynamic network
- Temporal network structures controlling disease spreading
- Finding missing edges in networks based on their community structure
- Topological properties of a time-integrated activity driven network
- Untangling the interplay between epidemic spreading and transmission network dynamic
- Epidemics, disorder, and percolation
- Scaling Properties of Random Walks on Small-World Networks
- Dynamic networks and directed percolation
- Cyclic Topology in Complex Networks
- The structural role of weak and strong links in a financial market network
- An efficient approach of controlling traffic congestion in scale-free networks
- Epidemic variability in complex networks
- Epidemic spreading in evolving networks
- On fitting the Pareto-Levy distribution to stock market index data: selecting a suitable cutoff value
- Epidemic reemergence in adaptive complex networks
- Analytic solution of a static scale-free network model
- Human Sexual Contact Network as a Bipartite Graph
- The networked seceder model: Group formation in social and economic systems
- The role of clustering and gridlike ordering in epidemic spreading
- Spreading of infectious diseases on heterogeneous populations: multi-type network approach
- Scale-free networks with exponent one
- Transmission of severe acute respiratory syndrome in dynamical small-world networks
- Reciprocity and the Emergence of Power Laws in Social Networks
- The Medieval Inquisition: Scale-free Networks and the Suppression of Heresy
- Evolution of a Modular Software Network
- Random Sierpinski network with scale-free small-world and modular structure
- Quantifying the transmission potential of pandemic influenza
- Diffusion geometry unravels the emergence of functional clusters in collective phenomena
- Stochastic Opinion Formation in Scale-Free Networks
- Epidemic Dynamics of Interacting Two Particle Species on Scale-free Networks
- Degree correlations in directed scale-free networks
- A message-passing approach for threshold models of behavior in networks
- Using graph concepts to understand the organization of complex systems
- The Network of Collaboration Among Rappers and its Community Structure
- Dynamics of social contagions with limited contact capacity
- On reducing Terrorism Power: A Hint from Physics
- Epidemics on Networks: Reducing Disease Transmission Using Health Emergency Declarations and Peer Communication
- Complex systems approach to natural language
- Empirical nonextensive laws for the county distribution of total personal income and gross domestic product
- Network-Induced Oscillatory Behavior in Material Flow Networks
- A general model for collaboration networks
- Spreading dynamics on small-world networks with connectivity fluctuations and correlations
- Cluster approximations for probabilistic systems: a new perspective of epidemiological modelling
- Attractiveness and activity in Internet communities
- How to fit the degree distribution of the air network?
- A Unified Framework for the Pareto Law and Matthew Effect using Scale-Free Networks
- Topological-collaborative approach for disambiguating authors' names in collaborative networks
- Integer Networks
- Networks based on collisions among mobile agents
- Immunization Dynamics on a 2-layer Network Model
- Matching games with partial information
- The Stable Marriage Problem: an Interdisciplinary Review from the Physicist's Perspective
- Six Susceptible-Infected-Susceptible Models on Scale-free Networks
- Steady-State Dynamics of the Forest Fire Model on Complex Networks
- On the distribution of career longevity and the evolution of home run prowess in professional baseball
- Families and clustering in a natural numbers network
- Growing Trees in Internet News Groups and Forums
- Theory of Networked Minority Games based on Strategy Pattern Dynamics
- Network broadcast analysis and control of turbulent flows
- Local-world evolving networks with tunable clustering
- An SIS epidemic model with vaccination in a dynamical contact network of mobile individuals with heterogeneous spatial constraints
- Model reproduces individual, group and collective dynamics of human contact networks
- A network-based threshold model for the spreading of fads in society and markets
- Exploiting the Structure of Bipartite Graphs for Algebraic and Spectral Graph Theory Applications
- Dynamics of Epidemics
- Pulsating-campaigns of human prophylaxis driven by risk perception palliate oscillations of direct contact transmitted diseases
- Innovation flow through social networks: Productivity distribution
- Non-trivial Resource Amount Requirement in the Early Stage for Containing Fatal Diseases
- Non massive immunization to contain spreading on complex networks
- Bias in generation of random graphs
- Correlations in Scale-Free Networks: Tomography and Percolation
- Growing networks with preferential addition and deletion of edges
- Hub-activated signal transmission in complex networks
- Robust modeling of human contact networks across different scales and proximity-sensing techniques
- Recursive weighted treelike networks
- Identifying overlapping communities in social networks using multi-scale local information expansion
- The Fractional Preferential Attachment Scale-Free Network Model
- Models of Opinion Formation: Influence of Opinion Leaders
- Spin glass behavior of the antiferromagnetic Ising model on a scale-free network
- Patterns in randomly evolving networks: Idiotypic networks
- Evolution of Vocabulary on Scale-free and Random Networks
- Impact of site dilution and agent diffusion on the critical behavior of the majority-vote model
- Scaling Behaviour in the Number of Criminal Acts Committed by Individuals
- Distribution of infected mass in disease spreading in scale-free networks
- FastSIR Algorithm: A Fast Algorithm for simulation of epidemic spread in large networks by using SIR compartment model
- Mutual Trust and Cooperation in the Evolutionary Hawks-Doves Game
- A network approach for the scientific collaboration in the European Framework Programs
- Detrending career statistics in professional baseball: Accounting for the steroids era and beyond
- Modeling and verifying a broad array of network properties
- Cross-over behaviour in a communication network
- Synchronizabilities of Networks: A New index
- Sampling from naturally truncated power laws: The matchmaking paradox
- Collective Chaos Induced by Structures of Complex Networks
- Finding missing edges and communities in incomplete networks
- Outward-inward information flux in an opinion formation model on different topologies
- Percolation on bipartite scale-free networks
- Model of mobile agents for sexual interactions networks
- Long-term evolution of email networks: Statistical regularities, predictability and stability of social behaviors
- Identifying time dependence in network growth
- Jigsaw percolation: What social networks can collaboratively solve a puzzle?
- Scale free networks by preferential depletion
- Agent-based Social Psychology: from Neurocognitive Processes to Social Data
- The Complex Topology of Chemical Plants
- Hierarchical organization of H. Eugene Stanley scientific collaboration community in weighted network representation
- Fat tailed distributions for deaths in conflicts and disasters
- Thermodynamic approach for community discovering within the complex networks: LiveJournal study
- Socio-economic inequalities: a statistical physics perspective
- Critical properties of a dissipative sandpile model on small world networks
- Interplay between HIV/AIDS Epidemics and Demographic Structures Based on Sexual Contact Networks
- Probabilistic Inductive Classes of Graphs
- Scale-free networks with tunable degree distribution exponents
- Saturation Effects and the Concurrency Hypothesis: Insights from an Analytic Model
- Lumping of Degree-Based Mean Field and Pair Approximation Equations for Multi-State Contact Processes
- Effects of aging and links removal on epidemic dynamics in scale-free networks
- Effects of fear factors in disease propagation
- Measuring the importance of individual units in producing the collective behavior of a complex network
- Avalanches in complex spin networks
- Synchronization in Complex Systems Following the Decision Based Queuing Process: The Rhythmic Applause as a Test Case
- Derivation of the percolation threshold for the network model of Barabasi and Albert
- Rewiring hierarchical scale-free networks: Influence on synchronizability and topology
- Circular Stochastic Fluctuations in SIS Epidemics with Heterogeneous Contacts Among Sub-populations
- Complex systems: features, similarity and connectivity
- Type reproduction number for epidemic models on heterogeneous networks
- Scale-Free model for governing universe dynamics
- Tuning degree distributions of scale-free networks
- Contagion in an interacting economy
- Vertex labeling and routing in expanded Apollonian networks
- Statistical Investigation of Avalanches of Three Dimensional Small-World Networks and their Boundary and Bulk Cross-Sections
- Compact pairwise models for epidemics with multiple infectious stages on degree heterogeneous and clustered networks
- When is a scale-free graph ultra-small?
- The Diffusive Epidemic Process on Barabasi-Albert Networks
- Phase diagram of epidemic spreading - unimodal vs. bimodal probability distributions
- Connectedness matters: Construction and exact random sampling of connected graphs
- The Social Behavior and the Evolution of Sexually Transmitted Diseases
- A data driven network approach to rank countries production diversity and food specialization
- Promiscuity and the Evolution of Sexual Transmitted Diseases
- Time evolution of the behaviour of Brazilian legislative Representatives using a complex network approach
- Critical behavior of the contact process in a multiscale network
- Invited review: Epidemics on social networks
- Filtering of complex systems using overlapping tree networks
- Epidemic modelling requires knowledge of the social network
- Epidemics scenarios in the "Romantic network"
- Asymmetric access to information impacts the power-law exponent in networks
- Temporal Dynamics of Connectivity and Epidemic Properties of Growing Networks
- Multifractality of complex networks is also due to geometry. The Geometric SandBox algorithm
- Quantum phase transition of the transverse-field quantum Ising model on scale-free networks
- A generalized theory of preferential linking
- Self-driven criticality in a stochastic epidemic model
- Random Walks in Local Dynamics of Network Losses
- Analytic Solution to Clustering Coefficients on Weighted Networks
- Temporal Correlations of Local Network Losses
- Evolutionary game on networks with high clustering coefficient
- Competing contact processes on homogeneous networks with tunable clusterization
- Multivariate Generating Functions for Information Spread on Multi-Type Random Graphs
- Non-monotonic dependence on disorder in biased diffusion on small-world networks
- Two-level relationships and Scale-Free Networks
- Modified Lomax Model: A heavy-tailed distribution for fitting large-scale real-world complex networks
- Statistical properties of mutualistic-competitive random networks