Search and the Strategic Formation of Large Networks : When and Why do We See Power Laws and Small Worlds ?

Network structures play a central role in determining outcomes in many important situations. Examples include the world wide web, joint research venture projects among firms, co-author relationships among academics, political alliances, trade networks, the organization of intra-firm management, social networks for transmitting information, and P2P systems for file sharing. Given the large and increasing prevalence of such applications, it is necessary to understand the properties of these networks as these have implications for both individual incentives and collective welfare. Previous research has identified several empirical regularities shared by networks in many of these diverse applications. We concentrate on three reasonably robust and prominent empirical characteristics of large networks that have been observed in a variety of settings.

[1]  H. Kesten Random difference equations and Renewal theory for products of random matrices , 1973 .

[2]  Scott Shenker,et al.  On a network creation game , 2003, PODC '03.

[3]  Eli Upfal,et al.  Stochastic models for the Web graph , 2000, Proceedings 41st Annual Symposium on Foundations of Computer Science.

[4]  Carson C. Chow,et al.  Small Worlds , 2000 .

[5]  M. Jackson A Survey of Models of Network Formation: Stability and Efficiency , 2003 .

[6]  Lada A. Adamic The Small World Web , 1999, ECDL.

[7]  Agata Fronczak,et al.  Mean-field theory for clustering coefficients in Barabási-Albert networks. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[8]  Michael Mitzenmacher,et al.  A Brief History of Generative Models for Power Law and Lognormal Distributions , 2004, Internet Math..

[9]  David M. Pennock,et al.  Winners don't take all: Characterizing the competition for links on the web , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[10]  Alan M. Frieze,et al.  A general model of web graphs , 2003, Random Struct. Algorithms.

[11]  George Kingsley Zipf,et al.  Human behavior and the principle of least effort , 1949 .

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

[13]  Ion Stoica,et al.  Characterizing selfishly constructed overlay routing networks , 2004, IEEE INFOCOM 2004.

[14]  H. Simon,et al.  ON A CLASS OF SKEW DISTRIBUTION FUNCTIONS , 1955 .

[15]  J M Carlson,et al.  Highly optimized tolerance: a mechanism for power laws in designed systems. , 1999, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[16]  Mark Levene,et al.  A stochastic model for the evolution of the Web , 2002, Comput. Networks.

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

[18]  Bruce A. Reed,et al.  The height of a random binary search tree , 2003, JACM.

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

[20]  Kevin S. McCurley,et al.  Locality, Hierarchy, and Bidirectionality in the Web∗ , 2003 .

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

[22]  X. Gabaix Zipf's Law for Cities: An Explanation , 1999 .

[23]  J. Marchal Cours d'economie politique , 1950 .

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

[25]  G. Yule,et al.  A Mathematical Theory of Evolution Based on the Conclusions of Dr. J. C. Willis, F.R.S. , 1925 .

[26]  Christos H. Papadimitriou,et al.  Heuristically Optimized Trade-Offs: A New Paradigm for Power Laws in the Internet , 2002, ICALP.

[27]  S. N. Dorogovtsev,et al.  Scaling properties of scale-free evolving networks: continuous approach. , 2000, Physical review. E, Statistical, nonlinear, and soft matter physics.

[28]  Béla Bollobás,et al.  The Diameter of a Scale-Free Random Graph , 2004, Comb..

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

[30]  Reka Albert,et al.  Mean-field theory for scale-free random networks , 1999 .

[31]  J. Sutherland The Quark and the Jaguar , 1994 .

[32]  Michalis Faloutsos,et al.  On power-law relationships of the Internet topology , 1999, SIGCOMM '99.