The Structural Determinants of Media Contagion

Informal exchanges between friends, family and acquaintances play a crucial role in the dissemination of news and opinion. These casual interactions are embedded in a network of communication that spans our society, allowing information to spread from any one person to another via some set of intermediary ties. Weblogs have recently emerged as a part of our media ecology, and incidentally engender this process of media contagion; because weblog authors are tied by social networks of readership, contagious media events happen frequently, and in a form that is immediately measurable. The generally accepted notion of media diffusion is that it occurs through two channels: externally, as applied by a constant force such as the mass media, and internally through socio-structural means. Sitting between our traditional notions of mass media and the public, weblogs problematize this classical theory of mass media influence. This thesis aims to elucidate the role of weblogs in media contagion through a sociological study of this community in two parts: First, I will address the issues of modeling the social structure of weblogs as observed through their readership network, and the various media events that occur therein. Using a large weblog corpus collected over a one-month period, I have constructed a model describing the structure of popularity and influence from the extracted readership network, and will show that this model more accurately describes the weblog network. I will also derive a typology of media events from collected examples using features of structural and non-structural diffusion. Second, the extent to which these data are reflective of actual social processes as opposed to artifacts of data collection and aggregation will be explored. To validate the models presented in part one, I have conducted a survey of randomly selected authors to examine their social behaviors, both in weblog use and otherwise. I will characterize the range of weblog uses and practices, presenting an analysis of personal influence in the blogging community. Thesis Supervisor: Walter Bender Title: Senior Research Scientist

[1]  B. Ryan The diffusion of hybrid seed corn in two Iowa communities , 1943 .

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

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

[4]  L. Bogart THE SPREAD OF NEWS ON A LOCAL EVENT: A CASE HISTORY , 1950 .

[5]  Elihu Katz,et al.  Notes on a Natural History of Fads , 1957, American Journal of Sociology.

[6]  Wayne A. Danielson,et al.  Diffusion of Knowledge of the Major News Story , 1960 .

[7]  E. Rogers,et al.  Diffusion of Innovations , 1964 .

[8]  B. Greenberg Person-to-Person Communication in the Diffusion of News Events , 1964 .

[9]  Robert E. Park,et al.  On social control and collective behavior : selected papers , 1967 .

[10]  J. Coleman,et al.  Medical Innovation: A Diffusion Study. , 1967 .

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

[12]  Gladys Engel Lang,et al.  Robert E. Park on Social Control and Collective Behavior. , 1969 .

[13]  Samuel Bromfield,et al.  The Search for an Abortionist. , 1969 .

[14]  Maxwell McCombs,et al.  THE RISE AND FALL OF NEWS DIFFUSION , 1971 .

[15]  Mark S. Granovetter The Strength of Weak Ties , 1973, American Journal of Sociology.

[16]  Norman T. J. Bailey,et al.  The Mathematical Theory of Infectious Diseases , 1975 .

[17]  S. Boorman,et al.  Social structure from multiple networks: I , 1976 .

[18]  S. Boorman,et al.  Social Structure from Multiple Networks. II. Role Structures , 1976, American Journal of Sociology.

[19]  F. Bass A new product growth model for consumer durables , 1976 .

[20]  N. Ling The Mathematical Theory of Infectious Diseases and its applications , 1978 .

[21]  Claude S. Fischer,et al.  A Procedure for Surveying Personal Networks , 1978 .

[22]  K. Weick Mail and telephone surveys: The total design method. , 1978 .

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

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

[25]  J. A. Hartigan,et al.  A k-means clustering algorithm , 1979 .

[26]  D. Dillman Mail and telephone surveys : the total design method , 1979 .

[27]  R. Burt Models of Network Structure , 1980 .

[28]  S. Feld Social Structural Determinants of Similarity among Associates , 1982 .

[29]  S. Feld,et al.  Patterns of Sociometric Choices: Transitivity Reconsidered , 1982 .

[30]  C. Fischer,et al.  To Dwell among Friends: Personal Networks in Town and City. , 1984 .

[31]  Gabriel Weimann,et al.  On the Importance of Marginality: One More Step into the Two-Step Flow of Communication , 1982 .

[32]  N. Milburn To Dwell Among Friends: Personal Networks in Town and City. , 1983 .

[33]  Mark S. Granovetter T H E S T R E N G T H O F WEAK TIES: A NETWORK THEORY REVISITED , 1983 .

[34]  P. V. Marsden,et al.  Measuring Tie Strength , 1984 .

[35]  Lee Sproull,et al.  Reducing social context cues: electronic mail in organizational communication , 1986 .

[36]  J. Richardson Handbook of Theory and Research for the Sociology of Education , 1986 .

[37]  Nan Lin,et al.  Access to occupations through social ties , 1986 .

[38]  P. V. Marsden,et al.  Core Discussion Networks of Americans , 1987 .

[39]  R. Burt Social Contagion and Innovation: Cohesion versus Structural Equivalence , 1987, American Journal of Sociology.

[40]  A. Gallant,et al.  Nonlinear Statistical Models , 1988 .

[41]  John Scott What is social network analysis , 2010 .

[42]  B. Wellman Structural analysis: From method and metaphor to theory and substance. , 1988 .

[43]  W. Shrum Friendship in School: Gender and Racial Homophily. , 1988 .

[44]  J. Coleman,et al.  Social Capital in the Creation of Human Capital , 1988, American Journal of Sociology.

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

[46]  H. Russell Bernard,et al.  Estimating the size of personal networks , 1990 .

[47]  Ronald L. Rivest,et al.  Introduction to Algorithms , 1990 .

[48]  S. Feld Why Your Friends Have More Friends Than You Do , 1991, American Journal of Sociology.

[49]  R. May,et al.  Infectious Diseases of Humans: Dynamics and Control , 1991, Annals of Internal Medicine.

[50]  W. Russell Neuman,et al.  The future of the mass audience , 1991 .

[51]  Lee Sproull,et al.  Connections: New Ways of Working in the Networked Organization , 1991 .

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

[53]  R. Putnam The Prosperous Community: Social Capital and Public Life , 1993 .

[54]  Thomas W. Valente,et al.  Diffusion of Innovations and Policy Decision‐Making , 1993 .

[55]  Mart G.M. van der Poel,et al.  Delineating personal support networks , 1993 .

[56]  Maureen S. Battistella,et al.  Connections: New Ways of Working in the Networked Organization , 1991 .

[57]  Oliver A. McBryan,et al.  GENVL and WWWW: Tools for taming the Web , 1994, WWW Spring 1994.

[58]  Howard Rheingold,et al.  The Virtual Community: Homesteading on the Electronic Frontier , 2000 .

[59]  Frank Webster,et al.  What Information Society? , 1994, Inf. Soc..

[60]  E M Rogers,et al.  The Origins and Development of the Diffusion of Innovations Paradigm as an Example of Scientific Growth , 1995, Science communication.

[61]  L. Palmer The open road. , 1995, Journal of AHIMA.

[62]  S. Turkle Life on the Screen , 1995 .

[63]  J. Walther Computer-Mediated Communication , 1996 .

[64]  Malcolm R. Parks Making Friends in Cyberspace , 1996, J. Comput. Mediat. Commun..

[65]  A. Portes,et al.  The downside of social capital , 1996 .

[66]  D. Hindman The Virtual Community: Homesteading on the Electronic Frontier , 1996 .

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

[68]  J. Barlow A Declaration of the Independence of Cyberspace , 2021, Commonplace.

[69]  Roy T. Fielding,et al.  Hypertext Transfer Protocol - HTTP/1.1 , 1997, RFC.

[70]  Caroline Haythornthwaite,et al.  Studying Online Social Networks , 2006, J. Comput. Mediat. Commun..

[71]  Eleanor Wynn,et al.  Hyperbole over Cyberspace: Self-Presentation and Social Boundaries in Internet Home Pages and Discourse , 1997, Inf. Soc..

[72]  Sergey Brin,et al.  The Anatomy of a Large-Scale Hypertextual Web Search Engine , 1998, Comput. Networks.

[73]  Robert E. Kraut,et al.  Internet paradox. A social technology that reduces social involvement and psychological well-being? , 1998, The American psychologist.

[74]  A. Portes Social Capital: Its Origins and Applications in Modern Sociology , 1998 .

[75]  Judith Donath,et al.  Identity and deception in the virtual community , 1998 .

[76]  WellmanBarry,et al.  Work, friendship, and media use for information exchange in a networked organization , 1998 .

[77]  B. Wellman Networks in the Global Village , 1998 .

[78]  Jon M. Kleinberg,et al.  Inferring Web communities from link topology , 1998, HYPERTEXT '98.

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

[80]  M. Woolcock Social capital and economic development: Toward a theoretical synthesis and policy framework , 1998 .

[81]  M. KleinbergJon Authoritative sources in a hyperlinked environment , 1999 .

[82]  N. Lin Buidling a Network Theory of Social Capital , 1999, Connections.

[83]  B. Wellman,et al.  Studying On-Line Social Networks , 1999 .

[84]  T. Snijders,et al.  Prologue to the Measurement of Social Capital , 1999, The Tocqueville Review.

[85]  Marc A. Smith Invisible Crowds in Cyberspace: Mapping the Social Structure of the Usenet , 1999 .

[86]  Nan Lin,et al.  SOCIAL NETWORKS AND STATUS ATTAINMENT , 1999 .

[87]  N. Lin SOCIAL NETWORKS AND STATUS ATTAINMENT , 1999 .

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

[89]  Jon Kleinberg,et al.  Authoritative sources in a hyperlinked environment , 1999, SODA '98.

[90]  C. Lee Giles,et al.  Efficient identification of Web communities , 2000, KDD '00.

[91]  C. Haythornthwaite Online Personal Networks , 2000 .

[92]  Robert D. Putnam,et al.  Bowling alone: the collapse and revival of American community , 2000, CSCW '00.

[93]  M. Couper A REVIEW OF ISSUES AND APPROACHES , 2000 .

[94]  L. Amaral,et al.  The web of human sexual contacts , 2001, Nature.

[95]  Barry Wellman,et al.  Little Boxes, Glocalization, and Networked Individualism , 2001, Digital Cities.

[96]  M. McPherson,et al.  Birds of a Feather: Homophily in Social Networks , 2001 .

[97]  N. Nie,et al.  Internet and society: a preliminary report , 2001 .

[98]  Alessandro Vespignani,et al.  Epidemic spreading in scale-free networks. , 2000, Physical review letters.

[99]  John P. Robinson,et al.  Social Implications of the Internet , 2001 .

[100]  U. Brandes A faster algorithm for betweenness centrality , 2001 .

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

[102]  Thomas H. Cormen,et al.  Introduction to algorithms [2nd ed.] , 2001 .

[103]  N. Nie Sociability, Interpersonal Relations, and the Internet , 2001 .

[104]  Keith N. Hampton,et al.  Does the Internet Increase, Decrease, or Supplement Social Capital? , 2001 .

[105]  N. Lin Social Capital: A Theory of Social Structure and Action , 2001 .

[106]  No such thing as a bad day. , 2001, Michigan health & hospitals.

[107]  Includes bibliographical references. , 2002 .

[108]  Leysia Palen,et al.  Instant messaging in teen life , 2002, CSCW '02.

[109]  Caroline Haythornthwaite,et al.  Strong, Weak, and Latent Ties and the Impact of New Media , 2002, Inf. Soc..

[110]  Martin Suter,et al.  Small World , 2002 .

[111]  Steve Whittaker,et al.  The character, functions, and styles of instant messaging in the workplace , 2002, CSCW '02.

[112]  danah boyd,et al.  Faceted Id/Entity : managing representation in a digital world , 2002 .

[113]  Ellen Isaacs,et al.  Teen use of messaging media , 2002, CHI Extended Abstracts.

[114]  Joao Antonio Pereira,et al.  Linked: The new science of networks , 2002 .

[115]  B. Wellman,et al.  The Internet in everyday life , 2002 .

[116]  A. Barabasi,et al.  Halting viruses in scale-free networks. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[117]  Ravi Kumar,et al.  On the Bursty Evolution of Blogspace , 2003, WWW '03.

[118]  E. Rogers,et al.  Diffusion of innovations , 1964, Encyclopedia of Sport Management.

[119]  Tracy L. Tuten,et al.  Prepaid and promised incentives in web surveys: an experiment , 2003 .

[120]  Keith N. Hampton,et al.  Neighboring in Netville: How the Internet Supports Community and Social Capital in a Wired Suburb , 2003 .

[121]  Ronald E. Goldsmith,et al.  The Tipping Point: How Little Things Can Make a Big Difference, 1st ed. , 2003 .

[122]  Jürgen H. P. Hoffmeyer-Zlotnik,et al.  Advances in Cross-National Comparison , 2003 .

[123]  Rebecca E. Grinter,et al.  Wan2tlk?: everyday text messaging , 2003, CHI '03.

[124]  Duncan J. Watts,et al.  Six Degrees: The Science of a Connected Age , 2003 .

[125]  Kypros Kypri,et al.  Incentives to increase participation in an Internet survey of alcohol use: a controlled experiment. , 2003, Alcohol and alcoholism.

[126]  Lada A. Adamic,et al.  Friends and neighbors on the Web , 2003, Soc. Networks.

[127]  Jürgen H. P. Hoffmeyer-Zlotnik,et al.  Advances in cross-national comparison : a European working book for demographic and socio-economic variables , 2003 .

[128]  Marc Najork,et al.  Mercator: A scalable, extensible Web crawler , 1999, World Wide Web.

[129]  Lois Ann Scheidt,et al.  Bridging the gap: a genre analysis of Weblogs , 2004, 37th Annual Hawaii International Conference on System Sciences, 2004. Proceedings of the.

[130]  Cameron A. Marlow Audience, structure and authority in the weblog community , 2004 .

[131]  Frank M. Bass,et al.  A New Product Growth for Model Consumer Durables , 2004, Manag. Sci..

[132]  Alain Degenne Social capital: a theory of social structure and action , 2004 .

[133]  Ramanathan V. Guha,et al.  Information diffusion through blogspace , 2004, WWW '04.

[134]  Eytan Adar,et al.  Implicit Structure and the Dynamics of Blogspace , 2004 .

[135]  M. Huysman,et al.  How Does the Internet Affect Social Capital , 2004 .

[136]  Danah Boyd,et al.  Friendster and publicly articulated social networking , 2004, CHI EA '04.

[137]  Nathan Eagle,et al.  Machine perception and learning of complex social systems , 2005 .

[138]  Claude S. Fischer,et al.  Bowling Alone: What's the Score? , 2005, Soc. Networks.

[139]  Inna Kouper,et al.  Conversations in the Blogosphere: An Analysis "From the Bottom Up" , 2005, Proceedings of the 38th Annual Hawaii International Conference on System Sciences.

[140]  Alan M. Frieze,et al.  Random graphs , 2006, SODA '06.

[141]  D. Dillman Mail and internet surveys: The tailored design method, 2nd ed. , 2007 .

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

[143]  Jesse James Garrett Ajax: A New Approach to Web Applications , 2007 .

[144]  P. Chisnall Mail and Internet Surveys: The Tailored Design Method , 2007, Journal of Advertising Research.

[145]  N. Lin,et al.  Social Resources and Strength of Ties: Structural Factors in Occupational Status Attainment , 1981, Social Capital, Social Support and Stratification.