Imitation dynamics of vaccination behaviour on social networks

The problem of achieving widespread immunity to infectious diseases by voluntary vaccination is often presented as a public-goods dilemma, as an individual's vaccination contributes to herd immunity, protecting those who forgo vaccination. The temptation to free-ride brings the equilibrium vaccination level below the social optimum. Here, we present an evolutionary game-theoretic approach to this problem, exploring the roles of individual imitation behaviour and population structure in vaccination. To this end, we integrate an epidemiological process into a simple agent-based model of adaptive learning, where individuals use anecdotal evidence to estimate costs and benefits of vaccination. In our simulations, we focus on parameter values that are realistic for a flu-like infection. Paradoxically, as agents become more adept at imitating successful strategies, the equilibrium level of vaccination falls below the rational individual optimum. In structured populations, the picture is only somewhat more optimistic: vaccination is widespread over a range of low vaccination costs, but coverage plummets after cost exceeds a critical threshold. This result suggests parallels to historical scenarios in which vaccination coverage provided herd immunity for some time, but then rapidly dropped. Our work sheds light on how imitation of peers shapes individual vaccination choices in social networks.

[1]  G. Hardin,et al.  Tragedy of the Commons , 1968 .

[2]  Daniel Kahneman,et al.  Availability: A heuristic for judging frequency and probability , 1973 .

[3]  J M Smith,et al.  Evolution and the theory of games , 1976 .

[4]  D. Gillespie Exact Stochastic Simulation of Coupled Chemical Reactions , 1977 .

[5]  P. Taylor,et al.  Evolutionarily Stable Strategies and Game Dynamics , 1978 .

[6]  A. Tversky,et al.  Affect, Generalization, and the Perception of Risk. , 1983 .

[7]  H. Rosenthal,et al.  Participation and the provision of discrete public goods: a strategic analysis , 1984 .

[8]  P. Fine,et al.  Individual versus public priorities in the determination of optimal vaccination policies. , 1986, American journal of epidemiology.

[9]  A. Banerjee,et al.  A Simple Model of Herd Behavior , 1992 .

[10]  S. Bikhchandani,et al.  You have printed the following article : A Theory of Fads , Fashion , Custom , and Cultural Change as Informational Cascades , 2007 .

[11]  M. Nowak,et al.  Evolutionary games and spatial chaos , 1992, Nature.

[12]  L. Blume The Statistical Mechanics of Strategic Interaction , 1993 .

[13]  Josef Hofbauer,et al.  Evolutionary Games and Population Dynamics , 1998 .

[14]  K. Schlag Why Imitate, and If So, How?, : A Boundedly Rational Approach to Multi-armed Bandits , 1998 .

[15]  E. Ross,et al.  MMR vaccination and autism 1998 Déjà vu — pertussis and brain damage 1974 ? , 1998 .

[16]  E. Ross,et al.  MMR vaccination and autism 1998 , 1998, BMJ.

[17]  G. Szabó,et al.  Evolutionary prisoner's dilemma game on a square lattice , 1997, cond-mat/9710096.

[18]  B. Levin,et al.  Population biology, evolution, and infectious disease: convergence and synthesis. , 1999, Science.

[19]  Albert,et al.  Emergence of scaling in random networks , 1999, Science.

[20]  Alessandro Vespignani,et al.  Epidemic spreading in scale-free networks. , 2000, Physical review letters.

[21]  György Szabó,et al.  Phase transitions and volunteering in spatial public goods games. , 2002, Physical review letters.

[22]  Alessandro Vespignani,et al.  Immunization of complex networks. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[23]  N. Stollenwerk,et al.  Measles Outbreaks in a Population with Declining Vaccine Uptake , 2003, Science.

[24]  D. Earn,et al.  Group interest versus self-interest in smallpox vaccination policy , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[25]  Mark E. J. Newman,et al.  The Structure and Function of Complex Networks , 2003, SIAM Rev..

[26]  M. Nowak,et al.  Evolutionary Dynamics of Biological Games , 2004, Science.

[27]  Michael Doebeli,et al.  Spatial structure often inhibits the evolution of cooperation in the snowdrift game , 2004, Nature.

[28]  D. Earn,et al.  Vaccination and the theory of games. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[29]  L. Wahl,et al.  Perspectives on the basic reproductive ratio , 2005, Journal of The Royal Society Interface.

[30]  C. Hauert,et al.  Coevolutionary dynamics: from finite to infinite populations. , 2004, Physical review letters.

[31]  M. Keeling,et al.  Networks and epidemic models , 2005, Journal of The Royal Society Interface.

[32]  C. Bauch Imitation dynamics predict vaccinating behaviour , 2005, Proceedings of the Royal Society B: Biological Sciences.

[33]  M. Nowak Evolutionary Dynamics: Exploring the Equations of Life , 2006 .

[34]  Alan M. Frieze,et al.  Random graphs , 2006, SODA '06.

[35]  M. Nowak Five Rules for the Evolution of Cooperation , 2006, Science.

[36]  G. Chapman,et al.  Physician vaccinate thyself: why influenza vaccination rates are higher among clinicians than among nonclinicians , 2006, Annals of behavioral medicine : a publication of the Society of Behavioral Medicine.

[37]  James Colgrove State of Immunity: The Politics of Vaccination in Twentieth-Century America , 2006 .

[38]  Shweta Bansal,et al.  A Comparative Analysis of Influenza Vaccination Programs , 2006, PLoS medicine.

[39]  H. Ohtsuki,et al.  A simple rule for the evolution of cooperation on graphs and social networks , 2006, Nature.

[40]  Timothy C. Reluga,et al.  Evolving public perceptions and stability in vaccine uptake. , 2006, Mathematical biosciences.

[41]  Timothy C. Reluga,et al.  Long-standing influenza vaccination policy is in accord with individual self-interest but not with the utilitarian optimum , 2007, Proceedings of the National Academy of Sciences.

[42]  A. Hinman,et al.  State of immunity: The politics of vaccination in twentieth-century America , 2007 .

[43]  F. Behets,et al.  Association Between Knowing Someone Who Died of AIDS and Behavior Change Among South African Youth , 2008, AIDS and Behavior.

[44]  S. Blower,et al.  Mean-field analysis of an inductive reasoning game: application to influenza vaccination. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[45]  Raffaele Vardavas,et al.  Can Influenza Epidemics Be Prevented by Voluntary Vaccination? , 2007, PLoS Comput. Biol..

[46]  Arne Traulsen,et al.  Pairwise comparison and selection temperature in evolutionary game dynamics. , 2007, Journal of theoretical biology.

[47]  Franz J. Weissing,et al.  Self-Interest versus Group-Interest in Antiviral Control , 2008, PloS one.

[48]  Monica-Gabriela Cojocaru,et al.  Dynamic equilibria of group vaccination strategies in a heterogeneous population , 2008, J. Glob. Optim..

[49]  Sanjay Basu,et al.  Integrating epidemiology, psychology, and economics to achieve HPV vaccination targets , 2008, Proceedings of the National Academy of Sciences.

[50]  April M. Barton Application of Cascade Theory to Online Systems: A Study of Email and Google Cascades , 2009 .

[51]  Martin A Nowak,et al.  Evolutionary dynamics in set structured populations , 2009, Proceedings of the National Academy of Sciences.

[52]  Ana Perisic,et al.  Social Contact Networks and Disease Eradicability under Voluntary Vaccination , 2009, PLoS Comput. Biol..

[53]  H. Ohtsuki,et al.  Strategy selection in structured populations. , 2009, Journal of theoretical biology.

[54]  Ken T D Eames,et al.  Networks of influence and infection: parental choices and childhood disease , 2009, Journal of The Royal Society Interface.

[55]  M. Nowak,et al.  Evolutionary dynamics in structured populations , 2010, Philosophical Transactions of the Royal Society B: Biological Sciences.

[56]  Arne Traulsen,et al.  Human strategy updating in evolutionary games , 2010, Proceedings of the National Academy of Sciences.