Cascades and Myopic Routing in Nonhomogeneous Kleinberg's Small World Model

Kleinberg’s small world model [20] simulates social networks with both strong and weak ties. In his original paper, Kleinberg showed how the distribution of weak-ties, parameterized by \(\gamma \), influences the efficacy of myopic routing on the network. Recent work on social influence by k-complex contagion models discovered that the distribution of weak-ties also impacts the spreading rate in a crucial manner on Kleinberg’s small world model [15]. In both cases the parameter of \(\gamma = 2\) proves special: when \(\gamma \) is anything but 2 the properties no longer hold.

[1]  A. Barabasi,et al.  Lethality and centrality in protein networks , 2001, Nature.

[2]  Stanley Milgram,et al.  An Experimental Study of the Small World Problem , 1969 .

[3]  Jie Gao,et al.  General Threshold Model for Social Cascades: Analysis and Simulations , 2016, EC.

[4]  Stanley Milgram,et al.  An Experimental Study of the Small World Problem , 1969 .

[5]  Amin Vahdat,et al.  Greedy forwarding in scale-free networks embedded in hyperbolic metric spaces , 2009, SIGMETRICS Perform. Evaluation Rev..

[6]  Jon M. Kleinberg,et al.  The small-world phenomenon: an algorithmic perspective , 2000, STOC '00.

[7]  Steven B. Andrews,et al.  Structural Holes: The Social Structure of Competition , 1995, The SAGE Encyclopedia of Research Design.

[8]  Jie Gao,et al.  How Complex Contagions Spread Quickly in Preferential Attachment Models and Other Time-Evolving Networks , 2014, IEEE Transactions on Network Science and Engineering.

[9]  Mark S. Granovetter Threshold Models of Collective Behavior , 1978, American Journal of Sociology.

[10]  D. Watts,et al.  An Experimental Study of Search in Global Social Networks , 2003, Science.

[11]  Béla Bollobás,et al.  The Diameter of a Cycle Plus a Random Matching , 1988, SIAM J. Discret. Math..

[12]  Jie Gao,et al.  Complex Contagions in Kleinberg's Small World Model , 2014, ITCS.

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

[14]  Jie Gao,et al.  Complex contagion and the weakness of long ties in social networks: revisited , 2013, EC '13.

[15]  Sharon L. Milgram,et al.  The Small World Problem , 1967 .

[16]  Kenneth A. Dawson,et al.  Bootstrap Percolation , 2009, Encyclopedia of Complexity and Systems Science.

[17]  Hamed Amini,et al.  Bootstrap Percolation and Diffusion in Random Graphs with Given Vertex Degrees , 2010, Electron. J. Comb..

[18]  József Balogh,et al.  Bootstrap percolation on the random regular graph , 2007, Random Struct. Algorithms.

[19]  Andrew Tomkins,et al.  Navigating Low-Dimensional and Hierarchical Population Networks , 2006, ESA.

[20]  Grant Schoenebeck,et al.  Complex Contagions on Configuration Model Graphs with a Power-Law Degree Distribution , 2016, WINE.

[21]  Nikolaos Fountoulakis,et al.  What I Tell You Three Times Is True: Bootstrap Percolation in Small Worlds , 2012, WINE.

[22]  Neo D. Martinez,et al.  Two degrees of separation in complex food webs , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[23]  Svante Janson,et al.  Majority bootstrap percolation on the random graph G(n,p) , 2010, 1012.3535.

[24]  Marián Boguñá,et al.  Navigability of Complex Networks , 2007, ArXiv.

[25]  M. Newman,et al.  Mean-field solution of the small-world network model. , 1999, Physical review letters.

[26]  P. Leath,et al.  Bootstrap percolation on a Bethe lattice , 1979 .