The spatial structure of networks

Abstract. We study networks that connect points in geographic space, such as transportation networks and the Internet. We find that there are strong signatures in these networks of topography and use patterns, giving the networks shapes that are quite distinct from one another and from non-geographic networks. We offer an explanation of these differences in terms of the costs and benefits of transportation and communication, and give a simple model based on the Monte Carlo optimization of these costs and benefits that reproduces well the qualitative features of the networks studied.

[1]  Rajendra Kulkarni,et al.  Spatial Small Worlds: New Geographic Patterns for an Information Economy , 2003 .

[2]  P. Haggett Network Analysis In Geography , 1971 .

[3]  R. Guimerà,et al.  The worldwide air transportation network: Anomalous centrality, community structure, and cities' global roles , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[4]  Daniel Z. Sui,et al.  Small-world characteristics on transportation networks: a perspective from network autocorrelation , 2007, J. Geogr. Syst..

[5]  D. West Introduction to Graph Theory , 1995 .

[6]  Parongama Sen,et al.  Modulated scale-free network in Euclidean space. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[7]  M. Newman,et al.  Scaling and percolation in the small-world network model. , 1999, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[8]  BERNARD M. WAXMAN,et al.  Routing of multipoint connections , 1988, IEEE J. Sel. Areas Commun..

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

[10]  A. Scott The optimal network problem: Some computational procedures , 1969 .

[11]  J. Dall,et al.  Random geometric graphs. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[12]  Pierre Hansen,et al.  An Oil Pipeline Design Problem , 2003, Oper. Res..

[13]  K. Kansky Structure of transportation networks : relationships between network geometry and regional characteristics , 1967 .

[14]  Arnab Chatterjee,et al.  Small-world properties of the Indian railway network. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[15]  Johannes Berg,et al.  Correlated random networks. , 2002, Physical review letters.

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

[17]  Alessandro Vespignani,et al.  The effects of spatial constraints on the evolution of weighted complex networks , 2005, physics/0504029.

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

[19]  Robert E. Tarjan,et al.  Efficient Planarity Testing , 1974, JACM.

[20]  Hawoong Jeong,et al.  Modeling the Internet's large-scale topology , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[21]  Bruce A. Reed,et al.  A Critical Point for Random Graphs with a Given Degree Sequence , 1995, Random Struct. Algorithms.

[22]  上田 義朗 Mark S. Mizruchi, The American Corporate Network 1904-1974 , 1983 .

[23]  S. N. Dorogovtsev,et al.  Evolution of networks , 2001, cond-mat/0106144.

[24]  Gábor Csányi,et al.  Fractal-small-world dichotomy in real-world networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[25]  Leonard E. Miller,et al.  Distribution of Link Distances in a Wireless Network , 2001, Journal of research of the National Institute of Standards and Technology.

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

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

[28]  Parongama Sen,et al.  Clustering properties of a generalized critical Euclidean network. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[29]  Jon M. Kleinberg,et al.  Navigation in a small world , 2000, Nature.

[30]  Marc Barthelemy Crossover from scale-free to spatial networks , 2002 .

[31]  I M Sokolov,et al.  Evolving networks with disadvantaged long-range connections. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[32]  F. H. W. Green,et al.  Structure of transportation networks , 1963 .

[33]  H E Stanley,et al.  Classes of small-world networks. , 2000, Proceedings of the National Academy of Sciences of the United States of America.