Nestedness in Networks: A Theoretical Model and Someapplications

We develop a dynamic network formation model that can explain the observed nestedness in real-world networks. Links are formed on the basis of agents' centrality and have an exponentially distributed life time. We use stochastic stability to identify the networks to which the network formation process converges and find that they are nested split graphs. We completely determine the topological properties of the stochastically stable networks and show that they match features exhibited by real-world networks. Using four different network datasets, we empirically test our model and show that it fits well the observed networks.

[1]  Gareth O. Roberts,et al.  Convergence assessment techniques for Markov chain Monte Carlo , 1998, Stat. Comput..

[2]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994, Structural analysis in the social sciences.

[3]  Yann Bramoullé,et al.  Public goods in networks , 2007, J. Econ. Theory.

[4]  Ajay Mehra,et al.  The Social Networks of High and Low Self-Monitors: Implications for Workplace Performance , 2001 .

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

[6]  G. Debreu,et al.  Nonnegative Square Matrices , 1953 .

[7]  K. Cook,et al.  The Distribution of Power in Exchange Networks: Theory and Experimental Results , 1983, American Journal of Sociology.

[8]  Yves Zenou,et al.  From Assortative to Dissortative Networks: The Role of Capacity Constraints , 2010, Adv. Complex Syst..

[9]  M E J Newman Assortative mixing in networks. , 2002, Physical review letters.

[10]  Anders Åkerman,et al.  The Global Arms Trade Network , 2009 .

[11]  Brian W. Rogers,et al.  Meeting Strangers and Friends of Friends: How Random are Social Networks? , 2007 .

[12]  W. Powell,et al.  Interorganizational Collaboration and the Locus of Innovation: Networks of Learning in Biotechnology. , 1996 .

[13]  Claudio J. Tessone,et al.  Network Evolution Based on Centrality , 2010 .

[14]  T. Snijders The statistical evaluation of social network dynamics , 2001 .

[15]  Olivier Dupouët,et al.  Organizational performance in hierarchies and communities of practice , 2006 .

[16]  Alex Bavelas A Mathematical Model for Group Structures , 1948 .

[17]  Ming-Deh A. Huang,et al.  Proof of proposition 1 , 1992 .

[18]  Haibo Hu,et al.  Disassortative mixing in online social networks , 2009, 0909.0450.

[19]  Javier A. Reyes,et al.  A Network Analysis of Global Banking:1978-2009 , 2011 .

[20]  Gary L. Lilien,et al.  Location, Location, Location: How Network Embeddedness Affects Project Success in Open Source Systems , 2006, Manag. Sci..

[21]  Leeat Yariv,et al.  Network Games , 2007 .

[22]  A. Hoffman,et al.  On the spectral radius of (0,1)-matrices , 1985 .

[23]  Lawrence E. Blume,et al.  How noise matters , 2003, Games Econ. Behav..

[24]  Ming-Deh A. Huang,et al.  Proof of proposition 2 , 1992 .

[25]  Sanjeev Goyal,et al.  A Noncooperative Model of Network Formation , 2000 .

[26]  Schwer R-K,et al.  Networks and syndication strategies: Does a venture capitalist need to be in the center? , 2007 .

[27]  Market Power in Outputs and Inputs: An Empirical Application To Banking , 2002 .

[28]  Leon Danon,et al.  Optimal information transmission in organizations: search and congestion , 2004 .

[29]  Yves Zenou,et al.  Working Paper No . 601 , 2003 Social Networks and Crime Decisions : The Role of Social Structure in Facilitating Delinquent Behavior , 2003 .

[30]  Michael Schweinberger,et al.  MAXIMUM LIKELIHOOD ESTIMATION FOR SOCIAL NETWORK DYNAMICS. , 2010, The annals of applied statistics.

[31]  J. Rosenthal,et al.  Markov Chain Monte Carlo , 2007 .

[32]  George Sugihara,et al.  Complex systems: Ecology for bankers , 2008, Nature.

[33]  D. Stroock An Introduction to Markov Processes , 2004 .

[34]  Vladimir Batagelj,et al.  Centrality in Social Networks , 1993 .

[35]  Gérard Weisbuch,et al.  Networks and syndication strategies: Does a venture capitalist need to be in the center? , 2007 .

[36]  T. Liggett Continuous Time Markov Processes: An Introduction , 2010 .

[37]  H. Young,et al.  Individual Strategy and Social Structure: An Evolutionary Theory of Institutions , 1999 .

[38]  Sayantan Ghosal,et al.  Farsighted network formation , 2005, J. Econ. Theory.

[39]  B. Uzzi,et al.  The Sources and Consequences of Embeddedness for the Economic Performance of Organizations: The Network Effect , 1996 .

[40]  John G. Kemeny,et al.  Finite Markov Chains. , 1960 .

[41]  Francesco Feri,et al.  Stochastic stability in networks with decay , 2007, J. Econ. Theory.

[42]  K. Gleditsch,et al.  Expanded Trade and GDP Data , 2002 .

[43]  Marián Boguñá,et al.  Topology of the world trade web. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[44]  Gert Sabidussi,et al.  The centrality index of a graph , 1966 .

[45]  Ulrik Brandes,et al.  Who's Who in Networks. Wanted: The Key Player , 2006 .

[46]  Roger B. Myerson,et al.  Game theory - Analysis of Conflict , 1991 .

[47]  M. Jackson,et al.  A Strategic Model of Social and Economic Networks , 1996 .

[48]  Sanjeev Goyal,et al.  Network formation and anti-coordination games , 2004, Int. J. Game Theory.

[49]  Phillip Bonacich,et al.  Eigenvector-like measures of centrality for asymmetric relations , 2001, Soc. Networks.

[50]  Coralio Ballester,et al.  Interactions with hidden complementarities , 2010 .

[51]  Josef Hofbauer,et al.  Evolution in games with randomly disturbed payoffs , 2007, J. Econ. Theory.

[52]  Albert-László Barabási,et al.  Statistical mechanics of complex networks , 2001, ArXiv.

[53]  R. Kranton,et al.  Strategic Interaction and Networks , 2010 .

[54]  Sanjeev Goyal,et al.  Network Formation and Social Coordination , 2003, Games Econ. Behav..

[55]  H. Peyton Young,et al.  Stochastic Evolutionary Game Dynamics , 1990 .

[56]  M. Jackson,et al.  Games on Networks , 2012 .

[57]  Matthew O. Jackson,et al.  On the formation of interaction networks in social coordination games , 2002, Games Econ. Behav..

[58]  J. Hagedoorn Inter-firm R&D partnerships: an overview of major trends and patterns since 1960 , 2002 .

[59]  Albert-László Barabási,et al.  Hierarchical organization in complex networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[60]  Sanjeev Goyal,et al.  Social Interaction in Anti-Coordination Games , 2002 .

[61]  Matteo Marsili,et al.  Networks Emerging in a Volatile World , 2008 .

[62]  John G. Kemeny,et al.  Finite Markov chains , 1960 .

[63]  C. Shalley,et al.  The Social Side of Creativity: A Static and Dynamic Social Network Perspective , 2003 .

[64]  A. Hagberg,et al.  Designing threshold networks with given structural and dynamical properties. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[65]  Robert G. Gallager,et al.  Discrete Stochastic Processes , 1995 .

[66]  David M. Boje,et al.  Effects of Organizational Strategies and Contextual Constraints on Centrality and Attributions of Influence in Interorganizational Networks. , 1981 .

[67]  Ethan Cohen-Cole,et al.  Systemic Risk and Network Formation in the Interbank Market , 2010 .

[68]  Peter Sheridan Dodds,et al.  Information exchange and the robustness of organizational networks , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[69]  Pierre Hansen,et al.  Variable Neighborhood Search for Extremal Graphs: IV: Chemical Trees with Extremal Connectivity Index , 1998, Comput. Chem..

[70]  A. Sokal Monte Carlo Methods in Statistical Mechanics: Foundations and New Algorithms , 1997 .

[71]  Mustapha Aouchiche,et al.  Variable neighborhood search for extremal graphs. 16. Some conjectures related to the largest eigenvalue of a graph , 2005, Eur. J. Oper. Res..

[72]  Fernando Vega-Redondo,et al.  Complex Social Networks: Searching in Social Networks , 2007 .

[73]  Mark Newman,et al.  Networks: An Introduction , 2010 .

[74]  Jure Leskovec,et al.  Community Structure in Large Networks: Natural Cluster Sizes and the Absence of Large Well-Defined Clusters , 2008, Internet Math..

[75]  Andrew Gelman,et al.  Handbook of Markov Chain Monte Carlo , 2011 .

[76]  Antoni Calvó-Armengol,et al.  Information Gathering in Organizations: Equilibrium, Welfare, and Optimal Network Structure , 2009 .

[77]  V Latora,et al.  Efficient behavior of small-world networks. , 2001, Physical review letters.

[78]  Alexandre Arenas,et al.  Optimal network topologies for local search with congestion , 2002, Physical review letters.

[79]  David C. Parkes,et al.  A study of Nash equilibrium in contribution games for peer-to-peer networks , 2006, OPSR.

[80]  A. Galeotti,et al.  The Law of the Few , 2010 .

[81]  Yves Zenou,et al.  Peer Effects and Social Networks in Education , 2008 .

[82]  D. Haynie Delinquent Peers Revisited: Does Network Structure Matter?1 , 2001, American Journal of Sociology.

[83]  Mathias Staudigl,et al.  Potential games in volatile environments , 2011, Games Econ. Behav..

[84]  J. Bolland,et al.  Sorting out centrality: An analysis of the performance of four centrality models in real and simulated networks , 1988 .

[85]  Michael Boss,et al.  Network topology of the interbank market , 2003, cond-mat/0309582.

[86]  Leonard M. Adleman,et al.  Proof of proposition 3 , 1992 .

[87]  M. A. Beauchamp AN IMPROVED INDEX OF CENTRALITY. , 1965, Behavioral science.

[88]  W. Gilks Markov Chain Monte Carlo , 2005 .

[89]  Massimo Riccaboni,et al.  Scale-free models for the structure of business firm networks. , 2010, Physical review. E, Statistical, nonlinear, and soft matter physics.

[90]  Gordon Walker,et al.  Emergent Properties of a New Financial Market: American Venture Capital Syndication, 1960 - 2005 , 2007, Manag. Sci..

[91]  Siddhartha Chib,et al.  MARKOV CHAIN MONTE CARLO METHODS: COMPUTATION AND INFERENCE , 2001 .

[92]  Walter E. Beyeler,et al.  The topology of interbank payment flows , 2007 .

[93]  Anders Åkerman,et al.  The Global Arms Trade Network 1950-2007 , 2012 .

[94]  Éva Tardos,et al.  Network games , 2004, STOC '04.

[95]  Javier A. Reyes,et al.  A network analysis of global banking , 2011 .

[96]  R Pastor-Satorras,et al.  Dynamical and correlation properties of the internet. , 2001, Physical review letters.

[97]  N. Mahadev,et al.  Threshold graphs and related topics , 1995 .

[98]  G. Grossman,et al.  Innovation and growth in the global economy , 1993 .

[99]  L. Tajoli,et al.  The World Trade Network , 2011 .

[100]  D. McFadden Econometric Models of Probabilistic Choice , 1981 .

[101]  G. Grimmett,et al.  Probability and random processes , 2002 .

[102]  Debraj Ray,et al.  Coalition formation as a dynamic process , 2003, J. Econ. Theory.

[103]  Minas Gjoka,et al.  Walking in Facebook: A Case Study of Unbiased Sampling of OSNs , 2010, 2010 Proceedings IEEE INFOCOM.

[104]  M. Newman Coauthorship networks and patterns of scientific collaboration , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[105]  A. Mele Segregation in Social Networks: Theory, Estimation and Policy ;y , 2010 .

[106]  Matteo Marsili,et al.  Diffusion and growth in an evolving network , 2006, Int. J. Game Theory.

[107]  L. Freeman Centrality in social networks conceptual clarification , 1978 .

[108]  Stephen P. Brooks,et al.  Assessing Convergence of Markov Chain Monte Carlo Algorithms , 2007 .

[109]  Alison Watts,et al.  A Dynamic Model of Network Formation , 2001, Games Econ. Behav..

[110]  P. Killworth,et al.  Informant Accuracy in Social Network Data , 1976 .

[111]  S. Weintraub,et al.  Theoretical Economics , 1964 .

[112]  Matthew O. Jackson,et al.  The Evolution of Social and Economic Networks , 2002, J. Econ. Theory.

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

[114]  Tad Hogg,et al.  Communities of practice: Performance and evolution , 1994, Comput. Math. Organ. Theory.

[115]  Leonard M. Freeman,et al.  A set of measures of centrality based upon betweenness , 1977 .

[116]  Jerrold W. Grossman,et al.  The evolution of the mathematical research collaboration graph , 2002 .

[117]  Mauro Gallegati,et al.  Debt-credit Economic Networks of Banks and Firms: the Italian Case , 2007 .

[118]  Arun G. Chandrasekhar,et al.  The Diffusion of Microfinance , 2012, Science.

[119]  Sanjeev Goyal,et al.  Networks of collaboration in oligopoly , 2000, Games Econ. Behav..

[120]  D. Cvetkovic,et al.  The largest eigenvalue of a graph: A survey , 1990 .

[121]  R. Ratcliff Banks and Corporate Lending: An Analysis of the Impact of the Internal Structure of the Capitalist Class on The Lending Behavior of Banks , 1980 .

[122]  Bikas K. Chakrabarti,et al.  Econophysics of Markets and Business Networks : Proceedings of the Econophys-Kolkata III , 2007 .

[123]  M. Zelen,et al.  Rethinking centrality: Methods and examples☆ , 1989 .

[124]  Daria Taglioni,et al.  The Gravity Model in International Trade , 2010 .

[125]  André de Palma,et al.  Discrete Choice Theory of Product Differentiation , 1995 .

[126]  Elhanan Helpman,et al.  International R&D spillovers , 1995 .

[127]  Yves Zenou,et al.  Criminal Networks: Who is the Key Player? , 2011 .

[128]  Stephen P. Borgatti,et al.  Centrality and network flow , 2005, Soc. Networks.

[129]  John Geweke,et al.  Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments , 1991 .

[130]  M. Newman,et al.  Mixing patterns in networks. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[131]  Rosanna Grassi,et al.  Some New Results on the Eigenvector Centrality , 2007 .

[132]  S. Park,et al.  When competition eclipses cooperation: an event history analysis of joint venture failure , 1996 .

[133]  Alexander Ljungqvist,et al.  Whom You Know Matters: Venture Capital Networks and Investment Performance , 2007 .

[134]  S. Goyal,et al.  Economics: An Emerging Small World , 2004, Journal of Political Economy.

[135]  Jordi Bascompte,et al.  The architecture of mutualistic networks minimizes competition and increases biodiversity , 2009, Nature.

[136]  R. Rob,et al.  Learning, Mutation, and Long Run Equilibria in Games , 1993 .

[137]  W. Zachary,et al.  An Information Flow Model for Conflict and Fission in Small Groups , 1977, Journal of Anthropological Research.

[138]  Yves Zenou,et al.  A Dynamic Model of Network Formation with Strategic Interactions , 2009 .

[139]  William H. Sandholm,et al.  Population Games And Evolutionary Dynamics , 2010, Economic learning and social evolution.

[140]  Glenn Ellison Basins of Attraction, Long-Run Stochastic Stability, and the Speed of Step-by-Step Evolution , 2000 .

[141]  Paul Marjoram,et al.  Markov chain Monte Carlo without likelihoods , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[142]  Yves Zenou,et al.  Social Interactions and Spillovers , 2010, Games Econ. Behav..

[143]  Alex Arenas,et al.  The real communication network behind the formal chart: Community structure in organizations , 2006 .

[144]  D. Watts,et al.  Information Exchange and Robustness of Organizational Networks April 2003 , 2003 .

[145]  Miguel A. Rodríguez-Gironés,et al.  A new algorithm to calculate the nestedness temperature of presence–absence matrices , 2006 .

[146]  P. Bonacich Power and Centrality: A Family of Measures , 1987, American Journal of Sociology.

[147]  George P. Baker,et al.  Strategic Alliances: Bridges between "Islands of Conscious Power" , 2008 .

[148]  Serguei Saavedra,et al.  A simple model of bipartite cooperation for ecological and organizational networks , 2009, Nature.

[149]  Daniel J. Brass Being in the right place: A structural analysis of individual influence in an organization. , 1984 .

[150]  B. Uzzi,et al.  Social Structure and Competition in Interfirm Networks: The Paradox of Embeddedness , 1997 .

[151]  Matthew O. Jackson,et al.  The Economics of Social Networks , 2005 .