Structure and function in human and primate social networks: implications for diffusion, network stability and health

The human social world is orders of magnitude smaller than our highly urbanized world might lead us to suppose. In addition, human social networks have a very distinct fractal structure similar to that observed in other primates. In part, this reflects a cognitive constraint, and in part a time constraint, on the capacity for interaction. Structured networks of this kind have a significant effect on the rates of transmission of both disease and information. Because the cognitive mechanism underpinning network structure is based on trust, internal and external threats that undermine trust or constrain interaction inevitably result in the fragmentation and restructuring of networks. In contexts where network sizes are smaller, this is likely to have significant impacts on psychological and physical health risks.

[1]  W. Edmunds,et al.  Dynamic social networks and the implications for the spread of infectious disease , 2008, Journal of The Royal Society Interface.

[2]  F. Van Overwalle Social cognition and the brain: A meta‐analysis , 2009, Human brain mapping.

[3]  Randy Thornhill,et al.  Assortative sociality, limited dispersal, infectious disease and the genesis of the global pattern of religion diversity , 2008, Proceedings of the Royal Society B: Biological Sciences.

[4]  Thomas V. Pollet,et al.  Extraverts Have Larger Social Network Layers But Do Not Feel Emotionally Closer to Individuals at Any Layer , 2011 .

[5]  Didier Sornette,et al.  Discrete hierarchical organization of social group sizes , 2004, Proceedings of the Royal Society B: Biological Sciences.

[6]  Gregory A. Johnson Organizational Structure and Scalar Stress , 2003 .

[7]  Bradford C. Dickerson,et al.  Amygdala Volume and Social Network Size in Humans , 2010, Nature Neuroscience.

[8]  Robin I. M. Dunbar,et al.  Communication in social networks: Effects of kinship, network size, and emotional closeness , 2011 .

[9]  Kimmo Kaski,et al.  Sex differences in social focus across the life cycle in humans , 2015, Royal Society Open Science.

[10]  Pietro Liò,et al.  Size Matters: Variation in Personal Network Size, Personality and Effect on Information Transmission , 2009, 2009 International Conference on Computational Science and Engineering.

[11]  Nicola Knight,et al.  Rowers' high: behavioural synchrony is correlated with elevated pain thresholds , 2010, Biology Letters.

[12]  Santanu Acharjee,et al.  On M-Polynomials of Dunbar Graphs in Social Networks , 2020, Symmetry.

[13]  Robin I. M. Dunbar,et al.  The structural and functional brain networks that support human social networks , 2018, Behavioural Brain Research.

[14]  Refik Molva,et al.  A provably secure secret handshake with dynamic controlled matching , 2010, Comput. Secur..

[15]  Didier Sornette,et al.  Fractal multi-level organisation of human groups in a virtual world , 2014, Scientific Reports.

[16]  W. Langhans,et al.  Reciprocal Interactions Between Gut Microbiota and Host Social Behavior , 2018, Front. Integr. Neurosci..

[17]  Robin I. M. Dunbar,et al.  Orbital prefrontal cortex volume correlates with social cognitive competence , 2010, Neuropsychologia.

[18]  David S. Sandeford Organizational complexity and demographic scale in primary states , 2018, Royal Society Open Science.

[19]  Tamás Dávid-Barrett,et al.  Cooperation, behavioural synchrony and status in social networks. , 2012, Journal of theoretical biology.

[20]  Robin I. M. Dunbar,et al.  Topography of social touching depends on emotional bonds between humans , 2015, Proceedings of the National Academy of Sciences.

[21]  Robin I. M. Dunbar,et al.  Trade-off between fertility and predation risk drives a geometric sequence in the pattern of group sizes in baboons , 2018, Biology Letters.

[22]  Gerardo Iñiguez,et al.  Effects of deception in social networks , 2014, Proceedings of the Royal Society B: Biological Sciences.

[23]  Eric B. Keverne,et al.  Beta-endorphin concentrations in cerebrospinal fluid of monkeys are influenced by grooming relationships , 1989, Psychoneuroendocrinology.

[24]  J. Silk,et al.  Network connections, dyadic bonds and fitness in wild female baboons , 2016, Royal Society Open Science.

[25]  B. Bahrami,et al.  Online social network size is reflected in human brain structure , 2011, Proceedings of the Royal Society B: Biological Sciences.

[26]  J. Silk,et al.  The benefits of social capital: close social bonds among female baboons enhance offspring survival , 2009, Proceedings of the Royal Society B: Biological Sciences.

[27]  Robin I. M. Dunbar CO-EVOLUTION OF NEOCORTEX SIZE , GROUP SIZE AND LANGUAGE IN HUMANS , 2008 .

[28]  Timothy B. Smith,et al.  Social Relationships and Mortality Risk: A Meta-analytic Review , 2010, PLoS medicine.

[29]  Angel Sánchez,et al.  Cognitive resource allocation determines the organization of personal networks , 2018, Proceedings of the National Academy of Sciences.

[30]  J. P. Hurd Mate choice among the Nebraska Amish of central Pennsylvania , 1981 .

[31]  D. Hill An atlas of Anglo-Saxon England , 1981 .

[32]  Robin I. M. Dunbar,et al.  Higher order intentionality tasks are cognitively more demanding , 2017, Social cognitive and affective neuroscience.

[33]  Bruce T. Milne,et al.  The complex structure of hunter–gatherer social networks , 2007, Proceedings of the Royal Society B: Biological Sciences.

[34]  Jeanne Altmann,et al.  Social Bonds of Female Baboons Enhance Infant Survival , 2003, Science.

[35]  Jari Saramäki,et al.  Persistence of social signatures in human communication , 2012, Proceedings of the National Academy of Sciences.

[36]  Neil Roberts,et al.  Different association between intentionality competence and prefrontal volume in left- and right-handers , 2014, Cortex.

[37]  F. Bryant We're All Kin: A Cultural Study of a Mountain Neighborhood , 1981 .

[38]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

[39]  Robin I. M. Dunbar,et al.  The Neurobiology of Social Distance , 2020, Trends in Cognitive Sciences.

[40]  R. Knight,et al.  The gut microbiome of nonhuman primates: Lessons in ecology and evolution , 2018, American journal of primatology.

[41]  Robin I. M. Dunbar,et al.  The brain opioid theory of social attachment: a review of the evidence , 2011 .

[42]  H. Judson,et al.  The World We Have Lost , 1995, Annals of the New York Academy of Sciences.

[43]  Thomas V. Pollet,et al.  Exploring variation in active network size: Constraints and ego characteristics , 2009, Soc. Networks.

[44]  Tony Becher Academic Tribes And Territories , 1989 .

[45]  Jari Saramäki,et al.  Personality traits and ego-network dynamics , 2017, PloS one.

[46]  Joachim Mathiesen,et al.  Communication dynamics in finite capacity social networks , 2012, Physical review letters.

[47]  Alexander J. Dufford,et al.  Gray matter volume of the anterior insular cortex and social networking , 2018, The Journal of comparative neurology.

[48]  Robin I. M. Dunbar,et al.  Why are there so many explanations for primate brain evolution? , 2017, Philosophical Transactions of the Royal Society B: Biological Sciences.

[49]  Robin I. M. Dunbar,et al.  Time: a hidden constraint on the behavioural ecology of baboons , 1992, Behavioral Ecology and Sociobiology.

[50]  Alistair G. Sutcliffe,et al.  Modelling the Role of Trust in Social Relationships , 2015, ACM Trans. Internet Techn..

[51]  Christophe Hurlin,et al.  Where the Risks Lie: A Survey on Systemic Risk , 2015 .

[52]  Ronald S. Burt,et al.  Decay functions , 2000, Soc. Networks.

[53]  Robin I. M. Dunbar The social role of touch in humans and primates: Behavioural function and neurobiological mechanisms , 2010, Neuroscience & Biobehavioral Reviews.

[54]  Mikko Sams,et al.  Social touch modulates endogenous μ-opioid system activity in humans , 2016, NeuroImage.

[55]  Robin I. M. Dunbar,et al.  Functional Benefits of (Modest) Alcohol Consumption , 2016, Adaptive Human Behavior and Physiology.

[56]  Robin I. M. Dunbar,et al.  Silent disco: dancing in synchrony leads to elevated pain thresholds and social closeness. , 2016, Evolution and human behavior : official journal of the Human Behavior and Evolution Society.

[57]  Robin I. M. Dunbar,et al.  Social structure as a strategy to mitigate the costs of group living: a comparison of gelada and guereza monkeys , 2018, Animal Behaviour.

[58]  Robin I. M. Dunbar,et al.  The costs of family and friends: an 18-month longitudinal study of relationship maintenance and decay , 2011 .

[59]  Manuel Cebrián,et al.  Limited communication capacity unveils strategies for human interaction , 2013, Scientific Reports.

[60]  A. M. Burton,et al.  How many faces do people know? , 2018, Proceedings of the Royal Society B.

[61]  Marco Conti,et al.  Analysis of Co-authorship Ego Networks , 2016, NetSci-X.

[62]  Siri Leknes,et al.  State-dependent μ-opioid modulation of social motivation , 2014, Front. Behav. Neurosci..

[63]  Robin I. M. Dunbar,et al.  Hamilton's rule predicts anticipated social support in humans , 2015 .

[64]  Jeanyung Chey,et al.  Social brain volume is associated with in-degree social network size among older adults , 2018, Proceedings of the Royal Society B: Biological Sciences.

[65]  Angela D Friederici,et al.  Cognitive neuroscience , 2005, Current Opinion in Neurobiology.

[66]  Robin I. M. Dunbar,et al.  Emotional arousal when watching drama increases pain threshold and social bonding , 2016, Royal Society Open Science.

[67]  Robin I. M. Dunbar,et al.  Sexual segregation among feral goats: testing between alternative hypotheses , 2006, Animal Behaviour.

[68]  Robin I. M. Dunbar,et al.  The evolution of the social brain: anthropoid primates contrast with other vertebrates , 2007, Proceedings of the Royal Society B: Biological Sciences.

[69]  Robin I. M. Dunbar,et al.  Does a trade‐off between fertility and predation risk explain social evolution in baboons? , 2018, Journal of Zoology.

[70]  R I M Dunbar,et al.  Do online social media cut through the constraints that limit the size of offline social networks? , 2016, Royal Society Open Science.

[71]  Robin I. M. Dunbar,et al.  The ice-breaker effect: singing mediates fast social bonding , 2015, Royal Society Open Science.

[72]  Mark S. Granovetter The Strength of Weak Ties , 1973, American Journal of Sociology.

[73]  M. Keeling,et al.  The effects of local spatial structure on epidemiological invasions , 1999, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[74]  R. Depue,et al.  A neurobehavioral model of affiliative bonding: implications for conceptualizing a human trait of affiliation. , 2005, The Behavioral and brain sciences.

[75]  Robin I. M. Dunbar,et al.  ‘Naltrexone Blocks Endorphins Released when Dancing in Synchrony’ , 2017 .

[76]  Robin I. M. Dunbar,et al.  Time as an ecological constraint , 2009, Biological reviews of the Cambridge Philosophical Society.

[77]  Thomas V. Wiecki,et al.  10,000 social brains: Sex differentiation in human brain anatomy , 2020, Science Advances.

[78]  Prasanna Gai,et al.  Contagion in financial networks , 2010, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[79]  James Stiller,et al.  Perspective-taking and memory capacity predict social network size , 2007, Soc. Networks.

[80]  J. Wessberg,et al.  The neurophysiology of unmyelinated tactile afferents , 2010, Neuroscience & Biobehavioral Reviews.

[81]  Robin I. M. Dunbar,et al.  The Relationship between Similarity and Altruism in Social Networks , 2013 .

[82]  Robin I. M. Dunbar,et al.  Primate social group sizes exhibit a regular scaling pattern with natural attractors , 2018, Biology Letters.

[83]  Anna Rotkirch,et al.  Women Favour Dyadic Relationships, but Men Prefer Clubs: Cross-Cultural Evidence from Social Networking , 2015, PloS one.

[84]  M. Keeling,et al.  Household structure and infectious disease transmission , 2008, Epidemiology and Infection.

[85]  Kevin E. Langergraber,et al.  Social support reduces stress hormone levels in wild chimpanzees across stressful events and everyday affiliations , 2016, Nature Communications.

[86]  Robin I. M. Dunbar,et al.  Social network size in humans , 2003, Human nature.

[87]  J. Komdeur,et al.  Group augmentation and the evolution of cooperation. , 2014, Trends in ecology & evolution.

[88]  Marco Conti,et al.  The structure of online social networks mirrors those in the offline world , 2015, Soc. Networks.

[89]  Guy Cowlishaw,et al.  Primate Conservation Biology , 2000 .

[90]  Kevin Zhou Navigation in a small world , 2017 .

[91]  Robin I. M. Dunbar,et al.  Sizes of Permanent Campsite Communities Reflect Constraints on Natural Human Communities , 2017, Current Anthropology.

[92]  Ricardo J. Caballero,et al.  Fire Sales in a Model of Complexity , 2012 .

[93]  Gerardo Iñiguez,et al.  Dynamics of deceptive interactions in social networks , 2015, Journal of The Royal Society Interface.

[94]  Robin I. M. Dunbar,et al.  The fractal structure of communities of practice: Implications for business organization , 2020, PloS one.

[95]  H. Russell Bernard,et al.  Measuring Patterns of Acquaintanceship [and Comments and Reply] , 1984, Current Anthropology.

[96]  Nancy K. Baym,et al.  Social Interactions Across Media: Interpersonal Communication on the Internet, Telephone and Face-to-Face , 2004, New Media Soc..

[97]  L. Nummenmaa,et al.  μ-opioid receptor system mediates reward processing in humans , 2018, Nature Communications.

[98]  Karla L. Miller,et al.  The extreme capsule fiber complex in humans and macaque monkeys: a comparative diffusion MRI tractography study , 2015, Brain Structure and Function.

[99]  Company , 2020, Biometric Technology Today.

[100]  P. E. Polani,et al.  Genetics: Human Aspects , 1982 .

[101]  Robin I. M. Dunbar,et al.  Orbital prefrontal cortex volume predicts social network size: an imaging study of individual differences in humans , 2012, Proceedings of the Royal Society B: Biological Sciences.

[102]  Jean Daunizeau,et al.  Reading wild minds: A computational assay of Theory of Mind sophistication across seven primate species , 2017, PLoS Comput. Biol..

[103]  Alp Simsek,et al.  Fire Sales in a Model of Complexity: Fire Sales in a Model of Complexity , 2013 .

[104]  C. Lumsden Culture and the Evolutionary Process, Robert Boyd, Peter J. Richerson. University of Chicago Press, Chicago & London (1985), viii, +301. Price $29.95 , 1986 .

[105]  P. Kaye Infectious diseases of humans: Dynamics and control , 1993 .

[106]  J. Massen,et al.  Close social associations in animals and humans : functions and mechanisms of friendship , 2010 .

[107]  R. Passingham,et al.  The Neurobiology of the Prefrontal Cortex: Anatomy, Evolution, and the Origin of Insight , 2012 .

[108]  Matt J. Keeling,et al.  Social encounter networks: characterizing Great Britain , 2013, Proceedings of the Royal Society B: Biological Sciences.

[109]  Robin I. M. Dunbar,et al.  Sex Differences in Feeding Activity Results in Sexual Segregation of Feral Goats , 2008 .

[110]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[111]  M. Grove Stone circles and the structure of Bronze Age society , 2010 .

[112]  Robin I. M. Dunbar Constraints on the evolution of social institutions and their implications for information flow , 2010, Journal of Institutional Economics.

[113]  Robert M. Seyfarth,et al.  Strong and Consistent Social Bonds Enhance the Longevity of Female Baboons , 2010, Current Biology.

[114]  Robin I. M. Dunbar,et al.  Social Laughter Triggers Endogenous Opioid Release in Humans , 2017, The Journal of Neuroscience.

[115]  Robin I. M. Dunbar,et al.  Social networks, support cliques, and kinship , 1995, Human nature.

[116]  Karolin Kappler,et al.  Gender homophily in online dyadic and triadic relationships , 2016, EPJ Data Science.

[117]  Robin I. M. Dunbar,et al.  Homophily in Personality Enhances Group Success Among Real-Life Friends , 2020, Frontiers in Psychology.

[118]  J L Andersson,et al.  Social Network Size Affects Neural Circuits in Macaques , 2011, Science.

[119]  M. Roth,et al.  Baboons (Papio anubis) living in larger social groups have bigger brains , 2020 .

[120]  Penelope A. Lewis,et al.  Ventromedial prefrontal volume predicts understanding of others and social network size , 2011, NeuroImage.

[121]  Riitta Hari,et al.  Cross-cultural similarity in relationship-specific social touching , 2019, Proceedings of the Royal Society B.

[122]  M. Platt,et al.  Family network size and survival across the lifespan of female macaques , 2017, Proceedings of the Royal Society B: Biological Sciences.

[123]  Robin I. M. Dunbar The Anatomy of Friendship , 2018, Trends in Cognitive Sciences.

[124]  William H. Hampton,et al.  Neural connections foster social connections: a diffusion-weighted imaging study of social networks. , 2016, Social cognitive and affective neuroscience.

[125]  Robin I. M. Dunbar Breaking Bread: the Functions of Social Eating , 2017, Adaptive Human Behavior and Physiology.

[126]  Robin I. M. Dunbar Social Brain Hypothesis , 1998, Encyclopedia of Evolutionary Psychological Science.

[127]  Jens F. Binder,et al.  Relationships and the social brain: integrating psychological and evolutionary perspectives. , 2012, British journal of psychology.

[128]  Robin I. M. Dunbar,et al.  Managing Relationship Decay , 2015, Human Nature.

[129]  Marco Casari,et al.  Group size in social-ecological systems , 2018, Proceedings of the National Academy of Sciences.

[130]  Robin I. M. Dunbar Fertility as a constraint on group size in African great Apes , 2019, Biological Journal of the Linnean Society.

[131]  Sam G. B. Roberts,et al.  Individual differences and personal social network size and structure. , 2008 .

[132]  S. Shultz,et al.  Stepwise evolution of stable sociality in primates , 2011, Nature.

[133]  Petter Holme,et al.  Detecting sequences of system states in temporal networks , 2018, Scientific Reports.

[134]  Francis McGlone,et al.  Stroking modulates noxious-evoked brain activity in human infants , 2018, Current Biology.

[135]  Peng Wang,et al.  Comparative analysis of layered structures in empirical investor networks and cellphone communication networks , 2019, EPJ Data Science.

[136]  Robin I. M. Dunbar,et al.  Playing with Strangers: Which Shared Traits Attract Us Most to New People? , 2015, PloS one.

[137]  Robin I. M. Dunbar,et al.  Group size, grooming and social cohesion in primates , 2007, Animal Behaviour.

[138]  Bradford C. Dickerson,et al.  Intrinsic Amygdala–Cortical Functional Connectivity Predicts Social Network Size in Humans , 2012, The Journal of Neuroscience.

[139]  Tristen K. Inagaki,et al.  Shared Neural Mechanisms Underlying Social Warmth and Physical Warmth , 2013, Psychological science.

[140]  Robert E. Kraut,et al.  Communication Technology and Friendship During the Transition From High School to College , 2006, Computers, Phones, and the Internet.

[141]  Robin I. M. Dunbar,et al.  Neocortex size and social network size in primates , 2001, Animal Behaviour.

[142]  Robin I. M. Dunbar,et al.  Group Size as a Trade Off Between Fertility and Predation Risk: Implications for Social Evolution , 2018, bioRxiv.

[143]  Robin I. M. Dunbar Coevolution of neocortical size, group size and language in humans , 1993, Behavioral and Brain Sciences.

[144]  Stefan Thurner,et al.  Triadic closure dynamics drives scaling laws in social multiplex networks , 2013, 1301.0259.

[145]  Alistair G. Sutcliffe,et al.  Activity in social media and intimacy in social relationships , 2018, Comput. Hum. Behav..

[146]  N. M. Ferguson,et al.  Threshold parameters for a model of epidemic spread among households and workplaces , 2009, Journal of The Royal Society Interface.

[147]  Dunbar Rim.,et al.  SEX DIFFERENCES IN RELATIONSHIP CONFLICT AND RECONCILIATION , 2014 .

[148]  Tamas David-Barrett,et al.  Social elites can emerge naturally when interaction in networks is restricted , 2014 .

[149]  Kimmo Kaski,et al.  Absence makes the heart grow fonder: social compensation when failure to interact risks weakening a relationship , 2016, EPJ Data Science.

[150]  Refik Molva,et al.  Safebook: A privacy-preserving online social network leveraging on real-life trust , 2009, IEEE Communications Magazine.

[151]  Robin I. M. Dunbar,et al.  Bondedness and sociality , 2010 .

[152]  Robin I. M. Dunbar,et al.  Modelling the Evolution of Social Structure , 2016, PloS one.

[153]  R. Alexander Bentley,et al.  Network scaling reveals consistent fractal pattern in hierarchical mammalian societies , 2008, Biology Letters.

[154]  Marco Conti,et al.  Online Social Networks and Media , 2017 .

[155]  Cynthia A. Phillips,et al.  Making social networks more human: A topological approach , 2019, Stat. Anal. Data Min..

[156]  B. Majolo,et al.  Responses to social and environmental stress are attenuated by strong male bonds in wild macaques , 2014, Proceedings of the National Academy of Sciences.

[157]  Damian R. Murray,et al.  Pathogen prevalence predicts human cross-cultural variability in individualism/collectivism , 2008, Proceedings of the Royal Society B: Biological Sciences.

[158]  D. Cummings,et al.  Social mixing patterns in rural and urban areas of southern China , 2014, Proceedings of the Royal Society B: Biological Sciences.

[159]  Robin I. M. Dunbar,et al.  Altruism in social networks: evidence for a 'kinship premium'. , 2013, British journal of psychology.

[160]  Robin I. M. Dunbar,et al.  Fertility, kinship and the evolution of mass ideologies. , 2017, Journal of theoretical biology.

[161]  A. Aron,et al.  Inclusion of Other in the Self Scale and the structure of interpersonal closeness , 1992 .

[162]  Pietro Liò,et al.  On optimising personal network size to manage information flow , 2009, CIKM-CNIKM.

[163]  Kimmo Kaski,et al.  Calling Dunbar's numbers , 2016, Soc. Networks.

[164]  R. I. M. Dunbar,et al.  Managing Relationship Decay , 2015, Human Nature.

[165]  Alessandro Vespignani,et al.  Modeling Users' Activity on Twitter Networks: Validation of Dunbar's Number , 2011, PloS one.