Measurement error in network data: A re-classification

Social Networks

Volumn 34, Issue 4, 2012, Pages 396-409

  Wang, Dan J ^a   Shi, Xiaolin ^b   McFarland, Daniel A ^a   Leskovec, Jure ^a  

^a STANFORD UNIVERSITY   (United States)

^b MICROSOFT   (United States)

Author keywords

Measurement error; Missing data; Simulation

Indexed keywords

EID: 84872414105     PISSN: 03788733     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.socnet.2012.01.003     Document Type: Article

References (52)

1. Ackland R. Social network services as data sources and platforms for e-researching social networks. Social Science Computer Review 2009, 24(August (4)):481-492.
2. Ahuja G. Collaboration networks, structural holes, and innovation: a longitudinal study. Administrative Science Quarterly 2000, 45(January (3)):425-465.
3. Albert R., Barabasi A.-L. Statistical mechanics of complex networks. Review of Modern Physics 2002, 74(1):47-97.
4. Azoulay, P., Zivin, J.G., 2005. Peer effects in the workplace: evidence from professional transitions for the superstars of medicine. Working Paper.
5. Barnes J.A. Network analysis: orienting notion, rigorous technique, or substantive field of study?. Perspectives on Social Network Analysis 1979, 402-423.
6. Bernard H.R., Killworth P., Kronenfeld D., Sailer L. The problem of informant accuracy: the validity of retrospective data. Annual Review of Anthropology 1984, 13:495-517.
7. Bonacich P. Power and centrality: a family of measures. American Journal of Sociology 1987, 92:1170-1182.
8. Borgatti S.P., Carley K.M., Krackhardt D. On the robustness of centrality measures under conditions of imperfect data. Social Networks 2006, 28:124-136.
9. Brewer D.D. Forgetting in the recall-based elicitation of personal and social networks. Social Network 2000, 22:29-43.
10. Burt R.S. Network items and the general social survey. Social Networks 1984, 6(4):293-339.
11. Burt R.S. Structural Holes. The Social Structure of Competition 1992, Harvard University Press, Cambridge, MA.
12. Carley K.M., Skillicorn D. Special issue on analyzing large scale networks: the Enron corpus. Computational & Mathematical Organization Theory 2005, 11:179-181.
13. Coleman J. Social Climates in High Schools 1961, U.S. Dept. of Health, Education, and Welfare, Office of Education.
14. Costenbader E., Valente T.W. The stability of centrality measures when networks are sampled. Social Networks 2003, 25:283-307.
15. Csardi, G., Nepusz, T., 2006. The igraph software package for complex network research. InterJournal Complex Systems, 1695, gute Alternative zu UCI-Net und Pajek. Liest die Standard-Dateiformate aus anderen SNA-Tools. Visualisierungen mit der gewohnten Qualitt der url R-Grafik-Ausgabe. http://igraph.sf.net.
16. De Choudhury M., Mason W.A., Hofman J.M., Watts D.J. Inferring relevant social networks from interpersonal communication. WWW'10: Proceedings of the 19th International Conference on World Wide Web 2010, 301-310. ACM, New York, NY, USA.
17. Erickson B. Some problems of inference in chain data. Sociological Methodology 1978, 276-302.
18. Feld S.L., Carter W.C. Detecting measurement bias in respondent reports of personal networks. Social Networks 2002, 24:365-383.
19. Fleming L., Frenken K. The evolution of inventor networks in the silicon valley and boston regions. Advances in Complex Systems 2007, 10(1):53-71.
20. Fleming L., Mingo S., Chen D. Collaborative brokerage, generative creativity, and creative success. Administrative Science Quarterly 2007, 52:443-475.
21. Freeman L.C. Centrality in social networks: conceptual clarification. Social Networks 1979, 1(3):215-239.
22. Gehrke J., Ginsparg P., Kleinberg J. Overview of the 2003 kdd cup. SIGKDD Explorations Newsletter 2003, 5(2):149-151.
23. Granovetter M. Network sampling: some first steps. The American Journal of Sociology 1976, 81(6):1287-1303.
24. Guimera R., Sales-Pardo M. Missing and spurious interactions and the reconstruction of complex networks. Proceedings of the National Academy of Sciences 2009, 106(52):22073-22078.
25. Hagberg A.A., Schult D.A., Swart P.J. Exploring network structure, dynamics, and function using NetworkX. Proceedings of the 7th Python in Science Conference (SciPy2008) 2008, 11-15.
26. Handcock M.S., Gile K.J. Modeling social networks from sampled data. Annals of Applied Statistics 2010, 4(1):5-25.
27. Holland P., Leinhardt S. The structural implications of measurement error in sociometry. Journal of Mathematical Sociology 1973, 3:85-111.
28. Holme P., Kim B.J. Growing scale-free networks with tunable clustering. Physical Review E 2002, 65(2):026107.
29. Huisman M. Imputation of missing network data: some simple procedures. Journal of Social Structure 2009, 10(1):1-29.
30. Kapferer B. Norms and the manipulation of relationships in a work context. Social Networks in Urban Situations 1969, 181-244.
31. Kim M., Leskovec J. The network completion problem: inferring missing nodes and edges in networks. SDM 2011, 47-58.
32. Kossinets G. Effects of missing data in social networks. Social Networks 2006, 28:247-268.
33. Laumann E., Marsden P., Prensky D. The boundary specification problem in network analysis. Applied Network Analysis: A Methodological Introduction 1983, 18-34.
34. Leskovec J., Faloutsos C. Sampling from large graphs. KDD'06: Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining 2006, 631-636. ACM, New York, NY, USA.
35. Leskovec J., Huttenlocher D., Kleinberg J. Signed networks in social media. In Proc. 28th CHI 2010.
36. Lewis K., Kaufman J., Gonzalez M., Wimmer A., Christakis N. Tastes, ties, and time: a new social network dataset using facebook.com. Social Networks 2008, 30:330-342.
37. Marsden P.V. Network data and measurement. Annual Review of Sociology 1990, 16:435-463.
38. Narayanan A., Shmatikov V. De-anonymizing social networks. IEEE Symposium on Security and Privacy 2009, 0:173-187.
39. Nardi B., Harris J. Strangers and friends: collaborative play in world of warcraft. CSCW'06: Proceedings of the 2006 20th Anniversary Conference on Computer Supported Cooperative Work 2006, 149-158. ACM, New York, NY, USA.
40. Newman M.E.J. The structure of scientific collaboration networks. Proceedings of the National Academy of Sciences 2001, 98(2):405.
41. Newman, M.E.J., 2002. Who is the best connected scientist? a study of scientific coauthorship networks. Working Paper, pp. 1-32.
42. Newman M.E.J., Park J. Why social networks are different from other types of networks. Physical Review E 2003, 68(September (3)):036122.
43. Nyberg, S., February 5, 2010. Fake accounts in facebook - how to counter it. http://ezinearticles.com/?Fake-Accounts-in-Facebook-How-to-Counter-It&id=3703889.
44. Pool I., Kochen M. Contacts and influence. Social Networks 1978, 1:5-52.
45. Richmond, R., May 2, 2010. Stolen facebook accounts for sale. http://www.nytimes.com/2010/05/03/technology/internet/03facebook.html?_r=1.
46. Sadikov, E., Medina, M., Leskovec, J., Garcia-Molina, H., 2011. Correcting for missing data in information cascades. In: Proceedings of the Fourth ACM International Conference on Web Search and Data Mining. WSDM'11. ACM, New York, NY, USA, pp. 55-64. http://doi.acm.org/10.1145/1935826.1935844.
47. Shi X., Leskovec J., McFarland D.A. Citing for high impact. JCDL'10: Proceedings of the 10th Annual Joint Conference on Digital Libraries 2010, 49-58. ACM, New York, NY, USA.
48. Stork D., Richards W.D. Nonrespondents in communication network studies. Group & Organization Management 1992, 17:193-209.
49. Sudman S. Experiments in the measurement of the size of social networks. Social Networks 1985, 7:127-151.
50. Watts D., Strogatz S. Collective dynamics of 'small-world' networks. Nature 1998, 393(6684):440-442.
51. Wuchty S. What is a social tie?. Proceedings of the National Academy of Sciences 2009, 106(36):15099-15100.
52. Wuchty S., Jones B.F., Uzzi B. The increasing dominance of teams in production of knowledge. Science 2007, 316:1036-1039.