publication . Preprint . 2013

Detecting Friendship Within Dynamic Online Interaction Networks

Merritt, Sears; Jacobs, Abigail Z.; Mason, Winter; Clauset, Aaron;
Open Access English
  • Published: 25 Mar 2013
Abstract
In many complex social systems, the timing and frequency of interactions between individuals are observable but friendship ties are hidden. Recovering these hidden ties, particularly for casual users who are relatively less active, would enable a wide variety of friendship-aware applications in domains where labeled data are often unavailable, including online advertising and national security. Here, we investigate the accuracy of multiple statistical features, based either purely on temporal interaction patterns or on the cooperative nature of the interactions, for automatically extracting latent social ties. Using self-reported friendship and non-friendship la...
Subjects
free text keywords: Computer Science - Social and Information Networks, Computer Science - Computers and Society, Computer Science - Human-Computer Interaction, Physics - Physics and Society
Download from
40 references, page 1 of 3

10-7100 101 102 103 104 105 106 107 Component size, s

[1] D. J. de Solla Price, Science 149, 510 (1965).

[2] D. Crandall, L. Backstrom, D. Cosley, S. Suri, D. Huttenlocher, and J. Kleinberg, Proc. Natl. Acad. Sci. (USA) 107, 22436 (2010).

[3] S. Wu, J. Hofman, W. Mason, and D. Watts, in Proc. 20th Internat. Conf. on World Wide Web (ACM, 2011) pp. 705-714.

[4] M. De Choudhury, W. Mason, J. Hofman, and D. Watts, in Proc. 19th Internat. Conf. on World Wide Web (ACM, 2010) pp. 301-310.

[5] M. Szell, R. Lambiotte, and S. Thurner, Proc. Natl. Acad. Sci. (USA) 107, 13636 (2010).

[6] B. Keegan, M. Ahmed, D. Williams, J. Srivastava, and N. Contractor, in Internat. Conf. on Social Computing (IEEE, 2010) pp. 201-208.

[7] J. Blackburn, R. Simha, N. Kourtellis, X. Zuo, M. Ripeanu, J. Skvoretz, and A. Iamnitchi, in Proc. 21st Internat. Conf. on World Wide Web (ACM, 2012) pp. 81- 90. [OpenAIRE]

[8] W. Mason and A. Clauset, in Proc. Computer Supported Coop. Work and Social Comp. (2013).

[9] J. Leskovec, D. Huttenlocher, and J. Kleinberg, in Proc. 19th Internat. Conf. on World Wide Web (ACM, 2010) pp. 641-650.

[10] J. Cranshaw, E. Toch, J. Hong, A. Kittur, and N. Sadeh, in Proc. 12th Internat. Conf. on Ubi. Comp. (ACM, Copenhagen, Denmark, 2010).

[11] A. Clauset and N. Eagle, in DIMACS Workshop on Computational Methods for Dynamic Interaction Networks (2007) pp. 1-5.

[12] N. Eagle, A. Pentland, and D. Lazer, Proc. Natl. Acad. Sci. (USA) 106, 15274 (2009).

[13] K. Shim, R. Sharan, and J. Srivastava, Advances in Know. Discovery and Data Mining , 71 (2010).

[14] K. Shim and J. Srivastava, in Internat. Conf. on Social Computing (IEEE, 2010) pp. 128-136.

40 references, page 1 of 3
Powered by OpenAIRE Open Research Graph
Any information missing or wrong?Report an Issue