Statistical physics of vaccination
arXiv:1608.09010 · doi:10.1016/j.physrep.2016.10.006
Abstract
Historically, infectious diseases caused considerable damage to human societies, and they continue to do so today. To help reduce their impact, mathematical models of disease transmission have been studied to help understand disease dynamics and inform prevention strategies. Vaccination - one of the most important preventive measures of modern times - is of great interest both theoretically and empirically. And in contrast to traditional approaches, recent research increasingly explores the pivotal implications of individual behavior and heterogeneous contact patterns in populations. Our report reviews the developmental arc of theoretical epidemiology with emphasis on vaccination, as it led from classical models assuming homogeneously mixing (mean-field) populations and ignoring human behavior, to recent models that account for behavioral feedback and/or population spatial/social structure. Many of the methods used originated in statistical physics, such as lattice and network models, and their associated analytical frameworks. Similarly, the feedback loop between vaccinating behavior and disease propagation forms a coupled nonlinear system with analogs in physics. We also review the new paradigm of digital epidemiology, wherein sources of digital data such as online social media are mined for high-resolution information on epidemiologically relevant individual behavior. Armed with the tools and concepts of statistical physics, and further assisted by new sources of digital data, models that capture nonlinear interactions between behavior and disease dynamics offer a novel way of modeling real-world phenomena, and can help improve health outcomes. We conclude the review by discussing open problems in the field and promising directions for future research.
150 pages, 42 figures; published in Physics Reports
References in corpus (163)
- Emergence of scaling in random networks
- Statistical mechanics of complex networks
- The structure and function of complex networks
- Community structure in social and biological networks
- Finding and evaluating community structure in networks
- Modularity and community structure in networks
- Community detection in graphs
- Error and attack tolerance of complex networks
- Understanding individual human mobility patterns
- Epidemic spreading in scale-free networks
- Uncovering the overlapping community structure of complex networks in nature and society
- Efficient Behavior of Small-World Networks
- Assortative mixing in networks
- The architecture of complex weighted networks
- The large-scale organization of metabolic networks
- Functional cartography of complex metabolic networks
- Epidemic processes in complex networks
- Random graphs with arbitrary degree distributions and their applications
- The spread of epidemic disease on networks
- Multilayer Networks
- Evolution of networks
- Mixing patterns in networks
- The structure and dynamics of multilayer networks
- Evolutionary games on graphs
- Temporal Networks
- Network robustness and fragility: Percolation on random graphs
- Characterization of complex networks: A survey of measurements
- Resilience of the Internet to random breakdowns
- The origin of bursts and heavy tails in human dynamics
- Hierarchical Organization in Complex Networks
- Evolution of the social network of scientific collaborations
- Structure and tie strengths in mobile communication networks
- Attack vulnerability of complex networks
- The worldwide air transportation network: Anomalous centrality, community structure, and cities' global roles
- Epidemic dynamics and endemic states in complex networks
- Evolutionary prisoner's dilemma game on a square lattice
- Multiscale mobility networks and the large scale spreading of infectious diseases
- Breakdown of the Internet under intentional attack
- Evolutionary dynamics of group interactions on structured populations: A review
- Structure of Growing Networks: Exact Solution of the Barabasi--Albert's Model
- Immunization of complex networks
- Universal Behavior of Load Distribution in Scale-free Networks
- Scaling and percolation in the small-world network model
- Prediction and predictability of global epidemics: the role of the airline transportation network
- Search in Power-Law Networks
- Efficient Immunization Strategies for Computer Networks and Populations
- Diffusion dynamics on multiplex networks
- Epidemic dynamics on an adaptive network
- High-resolution measurements of face-to-face contact patterns in a primary school
- Adaptive Coevolutionary Networks: A Review
- Dynamics of person-to-person interactions from distributed RFID sensor networks
- High resolution dynamical mapping of social interactions with active RFID
- A High-Resolution Human Contact Network for Infectious Disease Transmission
- Economic Small-World Behavior in Weighted Networks
- Epidemic outbreaks in complex heterogeneous networks
- Evolutionary games on multilayer networks: A colloquium
- Activity driven modeling of time varying networks
- Large-scale topological and dynamical properties of Internet
- Betweenness Centrality in Large Complex Networks
- Explosive Synchronization Transitions in Scale-free Networks
- Small But Slow World: How Network Topology and Burstiness Slow Down Spreading
- Modern temporal network theory: A colloquium
- Contact patterns in a high school: a comparison between data collected using wearable sensors, contact diaries and friendship surveys
- Halting viruses in scale-free networks
- Epidemic spreading in correlated complex networks
- Social Network Sensors for Early Detection of Contagious Outbreaks
- Assessing Vaccination Sentiments with Online Social Media: Implications for Infectious Disease Dynamics and Control
- Properties of highly clustered networks
- Statistical Analysis of Airport Network of China
- Combining Search, Social Media, and Traditional Data Sources to Improve Influenza Surveillance
- Cooperation enhanced by inhomogeneous activity of teaching for evolutionary Prisoner's Dilemma games
- On the use of human mobility proxy for the modeling of epidemics
- Explosive synchronization in adaptive and multilayer networks
- Measuring large-scale social networks with high resolution
- Social consensus through the influence of committed minorities
- Simulation of an SEIR infectious disease model on the dynamic contact network of conference attendees
- A message passing approach for general epidemic models
- Networks in Cognitive Science
- Impact of non-Poisson activity patterns on spreading processes
- Harmony in the Small-World
- Does a Single Zealot Affect an Infinite Group of Voters ?
- Invasion threshold in heterogeneous metapopulation networks
- Time varying networks and the weakness of strong ties
- Contact patterns among high school students
- The dynamical strength of social ties in information spreading
- Towards a characterization of behavior-disease models
- Contact-based Social Contagion in Multiplex Networks
- Network robustness of multiplex networks with interlayer degree correlations
- Characterizing the dynamical importance of network nodes and links
- Measuring and modelling correlations in multiplex networks
- Fluctuating epidemics on adaptive networks
- Degree mixing in multilayer networks impedes the evolution of cooperation
- Spreading processes in Multilayer Networks
- Phase transitions in contagion processes mediated by recurrent mobility patterns
- Controlling Contagion Processes in Time-Varying Networks
- Adaptive networks: coevolution of disease and topology
- Diffusion, localization and dispersion relations on ``small-world'' lattices
- Epidemic threshold for the SIS model on networks
- Effect of the Interconnected Network Structure on the Epidemic Threshold
- Interplay between telecommunications and face-to-face interactions - a study using mobile phone data
- Wisdom of groups promotes cooperation in evolutionary social dilemmas
- If players are sparse social dilemmas are too: Importance of percolation for evolution of cooperation
- Information-related changes in contact patterns may trigger oscillations in the endemic prevalence of infectious diseases
- Stochastic models in population biology and their deterministic analogs
- Forecasting the 2013--2014 Influenza Season using Wikipedia
- Quantifying the effect of temporal resolution on time-varying networks
- Epidemics in partially overlapped multiplex networks
- Efficient local strategies for vaccination and network attack
- Suppressing Epidemics with a Limited Amount of Immunization Units
- Heterogeneous believes, segregation and extremism in the making of public opinions
- Modeling the dynamical interaction between epidemics on overlay networks
- Modeling human dynamics of face-to-face interaction networks
- Epidemic spreading on complex networks with general degree and weight distributions
- Dynamics of social contagions with memory of non-redundant information
- Enhanced vaccine control of epidemics in adaptive networks
- Improving immunization strategies
- Global and local synchrony of coupled neurons in small-world networks
- An infectious disease model on empirical networks of human contact: bridging the gap between dynamic network data and contact matrices
- Suppressing disease spreading by using information diffusion on multiplex networks
- Multiple routes transmitted epidemics on multiplex networks
- Spreading of sexually transmitted diseases in heterosexual populations
- Spreading Dynamics Following Bursty Human Activity Patterns
- Global efficiency of local immunization on complex networks
- Bursty communication patterns facilitate spreading in a threshold-based epidemic dynamics
- Connect and win: The role of social networks in political elections
- Dynamic instability of cooperation due to diverse activity patterns in evolutionary social dilemmas
- Burstiness and aging in social temporal networks
- The Evolutionary Vaccination Dilemma in Complex Networks
- Immunization of networks with community structure
- Immunization strategies for epidemic processes in time-varying contact networks
- Dynamics of social contagions with heterogeneous adoption thresholds: Crossover phenomena in phase transition
- Inductive Reasoning Games as Influenza Vaccination Models: Mean Field Analysis
- Braess's Paradox in Epidemic Game: Better Condition Results in Less Payoff
- Intermittent social distancing strategy for epidemic control
- Evolution of scaling emergence in large-scale spatial epidemic spreading
- The basic reproduction number as a predictor for epidemic outbreaks in temporal networks
- Contagion dynamics in time-varying metapopulation networks
- Immunization of Real Complex Communication Networks
- Epidemic extinction and control in heterogeneous networks
- Birth and death of links control disease spreading in empirical contact networks
- Temporal percolation in activity driven networks
- Contrasting Effects of Strong Ties on SIR and SIS Processes in Temporal Networks
- Cooperation, Norms, and Revolutions: A Unified Game-Theoretical Approach
- Evolution of cooperation driven by zealots
- Epidemic reemergence in adaptive complex networks
- Inverse targeting -- an effective immunization strategy
- Distance-d covering problems in scale-free networks with degree correlations
- The role of endogenous and exogenous mechanisms in the formation of R&D networks
- Transport inefficiency in branched-out mesoscopic networks: An analog of the Braess paradox
- Immunization strategy for epidemic spreading on multilayer networks
- Towards a temporal network analysis of interactive WiFi users
- Competing spreading processes and immunization in multiplex networks
- Accelerating consensus on co-evolving networks: the effect of committed individuals
- Estimating the value of containment strategies in delaying the arrival time of an influenza pandemic: A case study of travel restriction and patient isolation
- Spreading dynamics on networks: the role of burstiness, topology and non-stationarity
- The contact network of patients in a regional healthcare system
- Efficient community-based control strategies in adaptive networks
- Beyond Contagion: Reality Mining Reveals Complex Patterns of Social Influence
- Immunization of traffic-driven epidemic spreading
- Speeding up disease extinction with a limited amount of vaccine
- The robustness of interdependent networks under the interplay between cascading failures and virus propagation
- Enhancing the evaluation of pathogen transmission risk in a hospital by merging hand-hygiene compliance and contact data: a proof-of-concept study
- Effects of fear factors in disease propagation
Cited by in corpus (135)
- Statistical physics of human cooperation
- Coevolution spreading in complex networks
- Ranking in evolving complex networks
- Crime prediction through urban metrics and statistical learning
- On community structure in complex networks: challenges and opportunities
- WKB theory of large deviations in stochastic populations
- History of art paintings through the lens of entropy and complexity
- The evolution of trust and trustworthiness
- Determinants of public cooperation in multiplex networks
- An epidemiological model with voluntary quarantine strategies governed by evolutionary game dynamics
- Computational Socioeconomics
- Optimal governance and implementation of vaccination programmes to contain the COVID-19 pandemic
- The dynamical structure of political corruption networks
- Uncertainty measurement with belief entropy on interference effect in Quantum-Like Bayesian Networks
- Epidemic Spreading on Activity-Driven Networks with Attractiveness
- Fundamental properties of cooperative contagion processes
- Epidemic spreading with awareness and different timescales in multiplex networks
- Evolutionary games on simplicial complexes
- Eigenvector localization in real networks and its implications for epidemic spreading
- A novel route to cyclic dominance in voluntary social dilemmas
- Cost-efficient vaccination protocols for network epidemiology
- Oscillatory dynamics in the dilemma of social distancing
- Contact rate epidemic control of COVID-19: an equilibrium view
- Random walks on activity-driven networks with attractiveness
- Mediating Artificial Intelligence Developments through Negative and Positive Incentives
- Identifying influential nodes based on fuzzy local dimension in complex networks
- Three faces of node importance in network epidemiology: Exact results for small graphs
- Disease and information spreading at different speeds in multiplex networks
- The evolution of lying in well-mixed populations
- Improving the pseudo-randomness properties of chaotic maps using deep-zoom
- Lying on networks: The role of structure and topology in promoting honesty
- Eco-evolutionary cyclic dominance among predators, prey, and parasites
- Beyond ranking nodes: Predicting epidemic outbreak sizes by network centralities
- Dynamic vaccination in partially overlapped multiplex network
- Sudden transitions in coupled opinion and epidemic dynamics with vaccination
- Data-driven contact structures: from homogeneous mixing to multilayer networks
- Epidemic spreading in multiplex networks influenced by opinion exchanges on vaccination
- Dynamics on networks: competition of temporal and topological correlations
- The effects of imitation dynamics on vaccination behaviours in SIR-network model
- Epidemic spreading on time-varying multiplex networks
- Optimal interlayer structure for promoting spreading of SIS model in two-layer networks
- Impact of network assortativity on epidemic and vaccination behaviour
- Promoting information spreading by using contact memory
- High-performance parallel computing in the classroom using the public goods game as an example
- An SIS epidemic model with vaccination in a dynamical contact network of mobile individuals with heterogeneous spatial constraints
- Immunization Strategies in Networks with Missing Data
- Co-Diffusion of Social Contagions
- Clusters and the entropy in opinion dynamics on complex networks
- Diverse strategic identities induce dynamical states in evolutionary games
- Impact of temporal network structures on the speed of consensus formation in opinion dynamics
- Pulsating-campaigns of human prophylaxis driven by risk perception palliate oscillations of direct contact transmitted diseases
- Co-evolution of Vaccination Behavior and Perceived Vaccination Risk can lead to a Stag-Hunt like Game
- Non massive immunization to contain spreading on complex networks
- Epidemic Extinction Paths in Complex Networks
- Optimal test-kit based intervention strategy of epidemic spreading in heterogeneous complex networks
- Suppressing epidemic spreading by risk-averse migration in dynamical networks
- Spatial evolution of human dialects
- Interplay between cost and benefits triggers nontrivial vaccination uptake
- Epidemic prevalence information on social networks mediates emergent collective outcomes in voluntary vaccine schemes
- Multiple outbreaks in epidemic spreading with local vaccination and limited vaccines
- Self-initiated behavioural change and disease resurgence on activity-driven networks
- An SIR-like kinetic model tracking individuals' viral load
- Robust clustering of languages across Wikipedia growth
- Epidemiological theory of virus variants
- Pattern dynamics of interacting contagions
- Antivax movement and epidemic spreading in the era of social networks: Nonmonotonic effects, bistability and network segregation
- Extreme events in stochastic transport on networks
- Simulating SIR processes on networks using weighted shortest paths
- Surges of collective human activity emerge from simple pairwise correlations
- Competition between vaccination and disease spreading
- Optimal community structure for social contagions
- Agent-based modeling for realistic reproduction of human mobility and contact behavior to evaluate test and isolation strategies in epidemic infectious disease spread
- Non-Markovian Majority-Vote model
- Modelling virus spreading in ride-pooling networks
- Infection percolation: A dynamic network model of disease spreading
- Modeling the Impact of Social Distancing and Targeted Vaccination on the Spread of COVID-19 through a Real City-Scale Contact Network
- The impact of homophily on digital proximity tracing
- Enhancement of large fluctuations to extinction in adaptive networks
- Effects of Dynamic-Win-Stay-Lose-Learn model with voluntary participation in social dilemma
- Skepticism and rumor spreading: the role of spatial correlations
- Impact of assortative mixing by mask-wearing on the propagation of epidemics in networks
- Explosive Phase Transition in a Majority-Vote Model with Inertia
- Phase transitions in a multistate majority-vote model on complex networks
- Dynamical robustness of complex networks subject to long-range connectivity
- Quenched mean-field theory for the majority-vote model on complex networks
- Containing rumors spreading on correlated multiplex networks
- Nash Equilibria in the Response Strategy of Correlated Games
- Societal self-regulation induces complex infection dynamics and chaos
- Epidemic spreading under game-based self-quarantine behaviors: The different effects of local and global information
- The study of uniaxial-biaxial phase transition of confined hard ellipsoids using density functional theory
- Spontaneous symmetry breaking and discontinuous phase transition for spreading dynamics in multiplex networks
- The optimal edge for containing the spreading of SIS model
- Modelling of temporal fluctuation scaling in online news network with independent cascade model
- Rational social distancing policy during epidemics with limited healthcare capacity
- Functional Dynamics by Intention Recognition in Iterated Games
- Comparison of mean-field based theoretical analysis methods for SIS model
- Collapse transition in epidemic spreading subject to detection with limited resources
- A geometric analysis of the impact of large but finite switching rates on vaccination evolutionary games
- A Study on the Effects of Diffusion of Information on Epidemic Spread
- Optimal rewiring in coupled opinion and epidemic dynamics with vaccination
- Complex Pathways to Cooperation Emergent from Asymmetry in Heterogeneous Populations
- The spreading of computer viruses on time-varying networks
- Multi-layer network approach in modeling epidemics in an urban town
- Rebound in epidemic control: How misaligned vaccination timing amplifies infection peaks
- Social adaptive behavior and oscillatory prevalence in an epidemic model on evolving random geometric graphs
- Asynchronous SIR model on Two-Dimensional Quasiperiodic Lattices
- Large-deviations of the SIR model around the epidemic threshold
- Revealing the unseen: Likely half of the Americans relied on others' experience when deciding on taking the COVID-19 vaccine
- Multi-Season Analysis Reveals the Spatial Structure of Disease Spread
- Tricritical behavior in epidemic dynamics with vaccination
- Rational social distancing in epidemics with uncertain vaccination timing
- Pathways to explosive transitions in interacting contagion dynamics
- The global benefit of randomness in individual routing on transportation networks
- Effect of immunization through vaccination on the SIS epidemic spreading model
- Rough infection fronts in a random medium
- Optimal vaccination program for two infectious diseases with cross immunity
- Feedback control of social distancing for COVID-19 via elementary formulae
- Citizen science for social physics: Digital tools and participation
- Toward ultrametric modeling of the epidemic spread
- Statistical Dynamics of Regional Populations and Economies
- A non-absorbing SIR stochastic lattice gas model on hybrid lattices
- Time Distribution for Persistent Viral Infection
- The Co-evolution of Cooperation and Epidemic Spreading
- When to Boost: How Dose Timing Determines the Epidemic Threshold
- Chase-Escape Percolation on the 2D Square Lattice
- Effects of infection fatality ratio and social contact matrices on vaccine prioritization strategies
- Herd Immunity with Spatial Adaptation Based on Global Prevalence Information
- Improved Upper Bounds on the Asymptotic Growth Velocity of Eden Clusters
- Synchronization and extinction in a high-infectivity spatial SIRS with long-range links
- Non-equilibrium random walks on multiplex networks
- Critical behavior of the stochastic SIR model on random bond-diluted lattices
- Modeling Epidemic Dynamics of Mutant Strains with Evolutionary Game-based Vaccination Behavior
- Spontaneous divergence of disease status in an economic epidemiological game
- Group centrality in optimal and suboptimal vaccination for epidemic models in contact networks
- Epidemic Transmission Modelling on the Birth-death Evolving Network with Indirect Contacts