Network Analysis Methods for Modeling Tourism Inter-Organizational Systems

This chapter discusses the emerging network science approach to the study of complex adaptive systems and applies tools derived from statistical physics to the analysis of tourism destinations. The authors provide a brief history of network science and the characteristics of a network as well as different models such as small world and scale free networks, and dynamic properties such as resilience and information diffusion. The Italian resort island of Elba is used as a case study allowing comparison of the communication network of tourist organizations and the virtual network formed by the websites of these organizations. The study compares the parameters of these networks to networks from the literature and to randomly created networks. The analyses include computer simulations to assess the dynamic properties of these networks. The results indicate that the Elba tourism network has a low degree of collaboration between members. These findings provide a quantitative measure of network performance. In general, the application of network science to the study of social systems offers opportunities for better management of tourism destinations and complex social systems.

[1]  Chris Cooper,et al.  Tourism in the age of globalisation , 2001 .

[2]  E. Mishan,et al.  The Postwar Literature on Externalities: An Interpretative Essay , 1971 .

[3]  L. Argote,et al.  KNOWLEDGE TRANSFER: A BASIS FOR COMPETITIVE ADVANTAGE IN FIRMS , 2000 .

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

[5]  Leon Danon,et al.  Comparing community structure identification , 2005, cond-mat/0505245.

[6]  B. Bollobás.  The evolution of random graphs , 1984 .

[7]  C. Cooper.  Tourism - Principles and Practice , 1993 .

[8]  Liwen Vaughan,et al.  Why are hyperlinks to business Websites created? A content analysis , 2006, Scientometrics.

[9]  L. da F. Costa,et al.  Characterization of complex networks: A survey of measurements , 2005, cond-mat/0505185.

[10]  P. Burns.  An Introduction to Tourism and Anthropology , 1999 .

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

[12]  S. Ulgiati,et al.  Describing states and dynamics in far from equilibrium systems. Needed a metric within a system state space , 1997 .

[13]  Donald R. Jansiewicz.  Simulation in the Teaching of State and Local Politics: Designing Instructional Games in the Social Sciences. , 1974 .

[14]  D. Watts.  The “New” Science of Networks , 2004 .

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

[16]  M. Newman,et al.  Random graphs with arbitrary degree distributions and their applications. , 2000, Physical review. E, Statistical, nonlinear, and soft matter physics.

[17]  R. Butler.  The concept of a tourist area cycle of evolution: implications for management of resources. , 1980 .

[18]  B. Wellman.  Computer Networks As Social Networks , 2001, Science.

[19]  Herbert W. Hethcote,et al.  The Mathematics of Infectious Diseases , 2000, SIAM Rev..

[20]  C. S. Holling.  Adaptive Environmental Assessment and Management , 2005 .

[21]  Hawoong Jeong,et al.  Statistical properties of sampled networks. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[22]  P. Cilliers,et al.  Complexity and post-modernism: understanding complex systems , 1999 .

[23]  Stefano Mossa,et al.  Truncation of power law behavior in "scale-free" network models due to information filtering. , 2002, Physical review letters.

[24]  K. Sneppen,et al.  Specificity and Stability in Topology of Protein Networks , 2002, Science.

[25]  Stephen L. J. Smith,et al.  Defining tourism a supply-side view , 1988 .

[26]  Andrea Morrison,et al.  Gatekeepers of Knowledge within Industrial Districts: Who They Are, How They Interact , 2008 .

[27]  Jennifer L. Priestley,et al.  Multi-Organizational Networks: Three Antecedents of Knowledge Transfer , 2007, Int. J. Knowl. Manag..

[28]  M. Porter.  Clusters and the new economics of competition. , 1998, Harvard business review.

[29]  Massimo Marchiori,et al.  Error and attacktolerance of complex network s , 2004 .

[30]  M. Newman,et al.  Finding community structure in very large networks. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[31]  Guido Caldarelli,et al.  Scale-Free Networks , 2007 .

[32]  Falk von Westarp,et al.  Determinants of diffusion in network effect markets , 2000, IRMA Conference.

[33]  Nigel Gilbert,et al.  Simulation: A New Way of Doing Social Science , 1999 .

[34]  Steven Durlauf,et al.  How can statistical mechanics contribute to social science? , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[35]  Harald Pechlaner,et al.  Networking for Small Island Destinations - The Case of Elba , 2003, ENTER.

[36]  Mark E. J. Newman,et al.  Power-Law Distributions in Empirical Data , 2007, SIAM Rev..

[37]  Alessandro Vespignani,et al.  Epidemics and immunization in scale‐free networks , 2002, cond-mat/0205260.

[38]  C. Cooper,et al.  Destination life cycle: The isle of man case study , 1989 .

[39]  Rodolfo Baggio,et al.  The web graph of a tourism system , 2006, physics/0606043.

[40]  Rodolfo Baggio,et al.  Use of network analysis in tourism research , 2007 .

[41]  Albert-László Barabási,et al.  Error and attack tolerance of complex networks , 2000, Nature.

[42]  Dietrich Stauffer.  Sociophysics simulations , 2003, Comput. Sci. Eng..

[43]  David M. Raup,et al.  How Nature Works: The Science of Self-Organized Criticality , 1997 .

[44]  M E J Newman,et al.  Community structure in social and biological networks , 2001, Proceedings of the National Academy of Sciences of the United States of America.

[45]  B. Faulkner,et al.  Entrepreneurship, chaos and the tourism area lifecycle. , 2004 .

[46]  S. Fortunato,et al.  Statistical physics of social dynamics , 2007, 0710.3256.

[47]  D. Koenig.  Theorie Der Endlichen Und Unendlichen Graphen , 1965 .

[48]  Rodolfo Baggio,et al.  What Network Analysis of the WWW Can Tell Us about the Organisation of Tourism Destinations , 2007 .

[49]  William G. Cochran,et al.  Sampling Techniques, 3rd Edition , 1963 .

[50]  Albert-László Barabási,et al.  Evolution of Networks: From Biological Nets to the Internet and WWW , 2004 .

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

[52]  Robert Tibshirani,et al.  An Introduction to the Bootstrap , 1994 .

[53]  S. Siegel,et al.  Nonparametric Statistics for the Behavioral Sciences , 2022, The SAGE Encyclopedia of Research Design.

[54]  W. Li,et al.  Statistical analysis of airport network of China. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[55]  Regional competitiveness in tourist local systems , 2004 .

[56]  William H. Weekes.  Living systems analysis and neoclassical economics: Towards a new economics paradigm , 1995 .

[57]  V. Latora,et al.  Complex networks: Structure and dynamics , 2006 .

[58]  Béla Bollobás,et al.  Modern Graph Theory , 2002, Graduate Texts in Mathematics.

[59]  John P. van Gigch,et al.  Comparing the epistemologies of scientific disciplines in two distinct domains: modern physics versus social sciences. I: The epistemology and knowledge characteristics of the physical sciences , 2002 .

[60]  Daniel E. Whitney,et al.  Are technological and social networks really different , 2010 .

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

[62]  Christof Pforr,et al.  Tourism policy in the making: an Australian network study. , 2006 .

[63]  Vincenzo Fidomanzo.  Il valore delle leggi statistiche nella fisica e nelle scienze sociali di Ettore Majorana. Ovvero: una percezione del «liberto» arbitrio , 2002 .

[64]  Mike Thelwall,et al.  Hyperlink Analyses of the World Wide Web: A Review , 2006, J. Comput. Mediat. Commun..

[65]  M. Porter,et al.  The Competitive Advantage of Nations. , 1990 .

[66]  R. Lebow,et al.  God Gave Physics the Easy Problems: , 2000 .

[67]  Y. Stamboulis,et al.  Innovation strategies and technology for experience-based tourism , 2003 .

[68]  Erich Jantsch,et al.  The self-organizing universe , 1980 .

[69]  Paul Lynch,et al.  Small tourism business networks and destination development , 2001 .

[70]  N. Vanhove.  The Economics of Tourism Destinations , 2005 .

[71]  T. Baum,et al.  Tourism: principles and practice. 3rd ed , 2004 .

[72]  R. Burt.  A note on social capital and network content , 1997 .

[73]  R. Butler.  The Tourism Area Life Cycle Volume 1: Applications and Modifications , 2006 .

[74]  Wolfgang Framke,et al.  The Destination as a Concept: A Discussion of the Business-related Perspective versus the Socio-cultural Approach in Tourism Theory , 2002 .

[75]  Charlotte M. Echtner,et al.  The disciplinary dilemma of tourism studies , 1997 .

[76]  R. Durrett.  Random Graph Dynamics: References , 2006 .

[77]  Guanrong Chen,et al.  Epidemic spreading in lattice-embedded scale-free networks , 2007 .

[78]  P. Stokowski,et al.  Social Networks and Tourist Behavior , 1992 .

[79]  S. Wasserman,et al.  New Frontiers in Network Theory Development , 2006 .

[80]  Vladimir Batagelj,et al.  Pajek - Program for Large Network Analysis , 1999 .

[81]  P. Ingram,et al.  Friendships among Competitors in the Sydney Hotel Industry1 , 2000, American Journal of Sociology.

[82]  Paul Lynch,et al.  International tourism networks , 2004 .

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

[84]  Alessandro Chessa,et al.  A complex network analysis of a health organization. , 2008, Igiene e sanita pubblica.

[85]  Thomas Brenner,et al.  The Evolution of Industrial Clusters - Simulating Spatial Dynamics , 2000, Adv. Complex Syst..

[86]  C. Haythornthwaite.  Social network analysis: An approach and technique for the study of information exchange☆ , 1996 .

[87]  Mark Buchanan,et al.  Nexus: Small Worlds and the Groundbreaking Science of Networks , 2002 .

[88]  J.I.L. Miguens,et al.  Travel and tourism: Into a complex network , 2008, 0805.4490.

[89]  Donald G. Saari,et al.  Mathematical Complexity of Simple Economics , 1996 .

[90]  Rodolfo Baggio,et al.  Network Analysis and Tourism: From Theory to Practice , 2008 .

[91]  Philip Ball,et al.  The Physical Modelling of Human Social Systems , 2004, Complexus.

[92]  Lucas Antiqueira,et al.  Analyzing and modeling real-world phenomena with complex networks: a survey of applications , 2007, 0711.3199.

[93]  P. V. Marsden,et al.  NETWORK DATA AND MEASUREMENT , 1990 .

[94]  S. D. Berkowitz,et al.  Social Structures: A Network Approach , 1989 .

[95]  Kathryn Pavlovich.  Pyramids, pubs, and pizzas: an interpretation of tourism network structures. , 2003 .

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

[97]  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.

[98]  E. M. Lifshitz,et al.  Statistical physics. Pt.1, Pt.2 , 1980 .

[99]  John Tribe,et al.  The indiscipline of tourism , 1997 .

[100]  Christopher G. Langton,et al.  Computation at the edge of chaos: Phase transitions and emergent computation , 1990 .

[101]  Rosamond Rhodes,et al.  Policy Networks , 1990 .

[102]  S. Borgatti,et al.  Making Invisible Work Visible: Using Social Network Analysis to Support Strategic Collaboration , 2002 .

[103]  Thomas Andersson,et al.  The Cluster Policies Whitebook , 2004 .

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

[105]  Mikhail Prokopenko,et al.  Complex Networks , 2011, Artificial Life.

[106]  S. Bornholdt,et al.  Handbook of Graphs and Networks , 2012 .

[107]  Tang,et al.  Self-organized criticality. , 1988, Physical review. A, General physics.

[108]  R. Butler.  The tourism area life cycle, Volume 2: conceptual and theoretical issues. , 2006 .

[109]  C. A. Gunn.  Vacationscape: Developing Tourist Areas , 1997 .

[110]  R. Tsien,et al.  Specificity and Stability in Topology of Protein Networks , 2022 .

[111]  Martin H. Levinson.  Linked: The New Science of Networks , 2004 .

[112]  Dimitrios Buhalis.  Marketing the competitive destination of the future. , 2000 .

[113]  Haiyan Song,et al.  Tourism demand modelling and forecasting—A review of recent research , 2008 .

[114]  Nick Johns,et al.  What is this thing called service , 1999 .

[115]  H. Jennings,et al.  Who Shall Survive , 2007 .

[116]  Gueorgi Kossinets.  Effects of missing data in social networks , 2006, Soc. Networks.

[117]  Walter Willinger,et al.  Towards a Theory of Scale-Free Graphs: Definition, Properties, and Implications , 2005, Internet Math..

[118]  Ewen James. Michael,et al.  Tourism Micro-Clusters , 2003 .

[119]  M. Newman.  Random Graphs as Models of Networks , 2002, cond-mat/0202208.

[120]  Mike Thelwall.  Interpreting social science link analysis research: A theoretical framework , 2006 .

[121]  John C. Cherniavsky,et al.  Validation, Verification, and Testing of Computer Software , 1982, CSUR.

[122]  A. Arenas,et al.  Community analysis in social networks , 2004 .

[123]  John L. Crompton,et al.  An Overview of Approaches Used to Forecast Tourism Demand , 1985 .

[124]  Ajay Mehra.  The Development of Social Network Analysis: A Study in the Sociology of Science , 2005 .

[125]  Anne-Mette Hjalager.  Tourism Destinations and the Concept of Industrial Districts , 1999 .

[126]  J. A. Barnes.  Class and Committees in a Norwegian Island Parish , 1954 .

[127]  Ganesh Bagler,et al.  Analysis of the airport network of India as a complex weighted network , 2004, cond-mat/0409773.

[128]  Carsten Wiuf,et al.  Sampling properties of random graphs: the degree distribution. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[129]  B. Faulkner,et al.  Chaos and complexity in tourism: In search of a new perspective. , 2003 .

[130]  I. Wilkinson,et al.  Managing in complex business networks , 2004 .

[131]  E. Gummesson.  Case study research and network theory: birds of a feather , 2007 .

[132]  A. Morrison,et al.  The Tourism System: An Introductory Text , 1985 .

[133]  P. Erdos,et al.  On the evolution of random graphs , 1984 .

[134]  J. Gnoth.  Leveraging export brands through a tourism destination brand , 2002 .

[135]  Hsin-Yu Shih,et al.  Network characteristics of drive tourism destinations: An application of network analysis in tourism , 2006 .

[136]  M. Thea Sinclair,et al.  The Economics of Tourism , 1991 .

[137]  G. Crouch,et al.  The Competitive Destination: A Sustainable Tourism Perspective , 2003 .

[138]  Roger Guimerà,et al.  Modeling the world-wide airport network , 2004 .

[139]  Alessandro Vespignani,et al.  Dynamical Patterns of Epidemic Outbreaks in Complex Heterogeneous Networks , 1999 .

[140]  C. Witt,et al.  Forecasting tourism demand: A review of empirical research , 1995 .

[141]  Daniel A. Levinthal,et al.  ABSORPTIVE CAPACITY: A NEW PERSPECTIVE ON LEARNING AND INNOVATION , 1990 .

[142]  R. Barrell,et al.  Domestic institutions, agglomerations and foreign direct investment in Europe , 1999 .

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

[144]  W. O. Kermack,et al.  A contribution to the mathematical theory of epidemics , 1927 .

[145]  Philippe Martin,et al.  Growth and Agglomeration , 2001 .

[146]  Paul Erdös,et al.  On random graphs, I , 1959 .

[147]  S. Wasserman,et al.  Advances in Social Network Analysis: Research in the Social and Behavioral Sciences , 1994 .

[148]  Per Bak,et al.  How Nature Works , 1996 .

[149]  David M. Garddner.  The product life cycle : a critical look at the literature , 1987 .

[150]  C. Fombrun,et al.  Social Network Analysis For Organizations , 1979 .

[151]  Luciana Lazzeretti,et al.  Tourism local systems and networking , 2006 .

[152]  Cosma Rohilla Shalizi,et al.  Methods and Techniques of Complex Systems Science: An Overview , 2003, nlin/0307015.

[153]  Michael Inbar,et al.  Simulation and gaming in social science , 1972 .

[154]  B. Farrell,et al.  RECONCEPTUALIZING TOURISM , 2004 .

[155]  Brian Davies,et al.  The role of quantitative and qualitative research in industrial studies of tourism , 2003 .

[156]  Kenneth J. Arrow,et al.  Information Dynamics in the Networked World , 2003, Inf. Syst. Frontiers.

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

[158]  C. S. Holling,et al.  Resilience, Adaptability and Transformability in Social–ecological Systems , 2004 .

[159]  Gran Vía,et al.  EUROPEAN REGIONAL SCIENCE ASSOCIATION. , 2004 .

[160]  R. Baggio.  Symptoms of complexity in a tourism system , 2007, physics/0701063.

[161]  Chris Cooper,et al.  Knowledge management and tourism. , 2004 .

[162]  Steve Bankes,et al.  Exploratory Modeling for Policy Analysis , 1993, Oper. Res..

[163]  T. Baum.  Taking the Exit Route: Extending the Tourism Area Life Cycle Model , 1998 .

[164]  R. Russell.  Chaos theory and managerial approaches , 2006 .

[165]  S. Agarwal.  Restructuring seaside tourism , 2002 .

[166]  J. M. Ottino,et al.  Engineering complex systems , 2004, Nature.

[167]  R. D. Norton,et al.  Agglomeration and Competitiveness: From Marshall to Chinitz , 1992 .

[168]  A. R. Radcliffe-Brown.  ON SOCIAL STRUCTURE , 1940 .

[169]  Thomas W. Valente.  Network models of the diffusion of innovations , 1996, Comput. Math. Organ. Theory.

[170]  R. Rhodes.  Understanding governance : policy networks, governance, reflexivity and accountability , 1997 .

[171]  Rodolfo Baggio,et al.  Destination networks: Four Australian cases , 2008 .

[172]  Simon A. Levin,et al.  Complex adaptive systems: Exploring the known, the unknown and the unknowable , 2002 .

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

[174]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[175]  P. Erdos,et al.  On the strength of connectedness of a random graph , 1964 .

[176]  Christos Faloutsos,et al.  Sampling from large graphs , 2006, KDD '06.

[177]  W. O. Kermack,et al.  Contributions to the mathematical theory of epidemics—I , 1991, Bulletin of mathematical biology.