Skip to main content
Top

2015 | OriginalPaper | Chapter

Temporal PageRank on Social Networks

Authors : Weishu Hu, Haitao Zou, Zhiguo Gong

Published in: Web Information Systems Engineering – WISE 2015

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Social network has been a widely accepted way for people to communicate and interact online. However, few of existing works studied temporal dimension in assessing the authority of nodes on social networks. In this paper, a novel Temporal PageRank (T-PR) algorithm is proposed for analyzing the authority of nodes. Three temporal factors are adopted to personalize PageRank, which favors the nodes that are more important to people. They are Built-up Time-length Factor (BTF), Frequency Factor (FF), and Similarity Factor (SF). The experiments on a real data set demonstrate T-PR algorithm provides the best ranking results over recent competitor methods.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Anagnostopoulos, A., Kumar, R., Mahdian, M.: Influence and correlation in social networks. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 7–15. ACM (2008) Anagnostopoulos, A., Kumar, R., Mahdian, M.: Influence and correlation in social networks. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 7–15. ACM (2008)
2.
go back to reference Baeza-Yates, R., Saint-Jean, F., Castillo, C.D.: Web structure, dynamics and page quality. In: Laender, A.H.F., Oliveira, A.L. (eds.) SPIRE 2002. LNCS, vol. 2476, pp. 117–130. Springer, Heidelberg (2002) CrossRef Baeza-Yates, R., Saint-Jean, F., Castillo, C.D.: Web structure, dynamics and page quality. In: Laender, A.H.F., Oliveira, A.L. (eds.) SPIRE 2002. LNCS, vol. 2476, pp. 117–130. Springer, Heidelberg (2002) CrossRef
4.
go back to reference Borodin, A., Roberts, G.O., Rosenthal, J.S., Tsaparas, P.: Finding authorities and hubs from link structures on the world wide web. In: Proceedings of the 10th International Conference on World Wide Web, pp. 415–429. ACM (2001) Borodin, A., Roberts, G.O., Rosenthal, J.S., Tsaparas, P.: Finding authorities and hubs from link structures on the world wide web. In: Proceedings of the 10th International Conference on World Wide Web, pp. 415–429. ACM (2001)
5.
go back to reference Burges, C., Shaked, T., Renshaw, E., Lazier, A., Deeds, M., Hamilton, N., Hullender, G.: Learning to rank using gradient descent. In: Proceedings of the 22nd International Conference on Machine learning, pp. 89–96. ACM (2005) Burges, C., Shaked, T., Renshaw, E., Lazier, A., Deeds, M., Hamilton, N., Hullender, G.: Learning to rank using gradient descent. In: Proceedings of the 22nd International Conference on Machine learning, pp. 89–96. ACM (2005)
6.
go back to reference Cho, J., Roy, S.: Impact of search engines on page popularity. In: Proceedings of the 13th International Conference on World Wide Web, pp. 20–29. ACM (2004) Cho, J., Roy, S.: Impact of search engines on page popularity. In: Proceedings of the 13th International Conference on World Wide Web, pp. 20–29. ACM (2004)
7.
go back to reference Fiala, D.: Time-aware PageRank for bibliographic networks. J. Informetrics 6(3), 370–388 (2012)CrossRef Fiala, D.: Time-aware PageRank for bibliographic networks. J. Informetrics 6(3), 370–388 (2012)CrossRef
8.
go back to reference Geng, X., Liu, T.Y., Qin, T., Arnold, A., Li, H., Shum, H.Y.: Query dependent ranking using k-nearest neighbor. In: Proceedings of the 31st aNnual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 115–122. ACM (2008) Geng, X., Liu, T.Y., Qin, T., Arnold, A., Li, H., Shum, H.Y.: Query dependent ranking using k-nearest neighbor. In: Proceedings of the 31st aNnual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 115–122. ACM (2008)
9.
go back to reference Gonçalves, B., Meiss, M.R., Ramasco, J.J., Flammini, A., Menczer, F.: Remembering what we like: toward an agent-based model of web traffic (2009). arXiv preprint arXiv:0901.3839 Gonçalves, B., Meiss, M.R., Ramasco, J.J., Flammini, A., Menczer, F.: Remembering what we like: toward an agent-based model of web traffic (2009). arXiv preprint arXiv:​0901.​3839
10.
go back to reference Guo, Y.Z., Ramamohanarao, K., Park, L.A.: Personalized pagerank for web page prediction based on access time-length and frequency. In: IEEE/WIC/ACM International Conference on Web Intelligence, pp. 687–690. IEEE (2007) Guo, Y.Z., Ramamohanarao, K., Park, L.A.: Personalized pagerank for web page prediction based on access time-length and frequency. In: IEEE/WIC/ACM International Conference on Web Intelligence, pp. 687–690. IEEE (2007)
11.
go back to reference Haveliwala, T.H.: Topic-sensitive PageRank: a context-sensitive ranking algorithm for web search. IEEE Trans. Knowl. Data Eng. 15(4), 784–796 (2003)CrossRef Haveliwala, T.H.: Topic-sensitive PageRank: a context-sensitive ranking algorithm for web search. IEEE Trans. Knowl. Data Eng. 15(4), 784–796 (2003)CrossRef
12.
go back to reference Hu, W., Gong, Z.: Assessing the credibility of nodes on multiple-relational social networks. In: Benatallah, B., Bestavros, A., Manolopoulos, Y., Vakali, A., Zhang, Y. (eds.) WISE 2014, Part II. LNCS, vol. 8787, pp. 62–77. Springer, Heidelberg (2014) CrossRef Hu, W., Gong, Z.: Assessing the credibility of nodes on multiple-relational social networks. In: Benatallah, B., Bestavros, A., Manolopoulos, Y., Vakali, A., Zhang, Y. (eds.) WISE 2014, Part II. LNCS, vol. 8787, pp. 62–77. Springer, Heidelberg (2014) CrossRef
13.
go back to reference Ieong, S., Mishra, N., Sadikov, E., Zhang, L.: Domain bias in web search. In: Proceedings of the Fifth ACM International Conference on Web Search and Data Mining, pp. 413–422. ACM (2012) Ieong, S., Mishra, N., Sadikov, E., Zhang, L.: Domain bias in web search. In: Proceedings of the Fifth ACM International Conference on Web Search and Data Mining, pp. 413–422. ACM (2012)
14.
go back to reference Jeh, G., Widom, J.: Simrank: a measure of structural-context similarity. In: KDD, pp. 538–543 (2002) Jeh, G., Widom, J.: Simrank: a measure of structural-context similarity. In: KDD, pp. 538–543 (2002)
15.
go back to reference Júnior, P.S.P., Gonçalves, M.A., Laender, A.H., Salles, T., Figueiredo, D.: Time-aware ranking in sport social networks. J. Inf. Data Manag. 3(3), 195 (2012) Júnior, P.S.P., Gonçalves, M.A., Laender, A.H., Salles, T., Figueiredo, D.: Time-aware ranking in sport social networks. J. Inf. Data Manag. 3(3), 195 (2012)
16.
go back to reference Kamvar, S.D., Haveliwala, T.H., Manning, C.D., Golub, G.H.: Extrapolation methods for accelerating pagerank computations. In: Proceedings of the 12th International Conference on World Wide Web, pp. 261–270. ACM (2003) Kamvar, S.D., Haveliwala, T.H., Manning, C.D., Golub, G.H.: Extrapolation methods for accelerating pagerank computations. In: Proceedings of the 12th International Conference on World Wide Web, pp. 261–270. ACM (2003)
19.
go back to reference Liu, Y., Gao, B., Liu, T.Y., Zhang, Y., Ma, Z., He, S., Li, H.: Browserank: letting web users vote for page importance. In: Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 451–458. ACM (2008) Liu, Y., Gao, B., Liu, T.Y., Zhang, Y., Ma, Z., He, S., Li, H.: Browserank: letting web users vote for page importance. In: Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 451–458. ACM (2008)
20.
go back to reference Liu, Y., Liu, T.Y., Gao, B., Ma, Z., Li, H.: A framework to compute page importance based on user behaviors. Inf. Retrieval 13(1), 22–45 (2010)CrossRef Liu, Y., Liu, T.Y., Gao, B., Ma, Z., Li, H.: A framework to compute page importance based on user behaviors. Inf. Retrieval 13(1), 22–45 (2010)CrossRef
21.
go back to reference Manaskasemsak, B., Rungsawang, A., Yamana, H.: Time-weighted web authoritative ranking. Inf. Retrieval 14(2), 133–157 (2011)CrossRef Manaskasemsak, B., Rungsawang, A., Yamana, H.: Time-weighted web authoritative ranking. Inf. Retrieval 14(2), 133–157 (2011)CrossRef
22.
go back to reference Meiss, M.R., Menczer, F., Fortunato, S., Flammini, A., Vespignani, A.: Ranking web sites with real user traffic. In: Proceedings of the 2008 International Conference on Web Search and Data Mining, pp. 65–76. ACM (2008) Meiss, M.R., Menczer, F., Fortunato, S., Flammini, A., Vespignani, A.: Ranking web sites with real user traffic. In: Proceedings of the 2008 International Conference on Web Search and Data Mining, pp. 65–76. ACM (2008)
23.
go back to reference Ntoulas, A., Cho, J., Olston, C.: What’s new on the web? The evolution of the web from a search engine perspective. In: Proceedings of the 13th International Conference on World Wide Web, pp. 1–12. ACM (2004) Ntoulas, A., Cho, J., Olston, C.: What’s new on the web? The evolution of the web from a search engine perspective. In: Proceedings of the 13th International Conference on World Wide Web, pp. 1–12. ACM (2004)
24.
go back to reference Otterbacher, J., Hemphill, L., Dekker, E.: Helpful to you is useful to me: the use and interpretation of social voting. Proc. Am. Soc. Inf. Sci. Technol. 48(1), 1–10 (2011)CrossRef Otterbacher, J., Hemphill, L., Dekker, E.: Helpful to you is useful to me: the use and interpretation of social voting. Proc. Am. Soc. Inf. Sci. Technol. 48(1), 1–10 (2011)CrossRef
26.
go back to reference Richardson, M., Prakash, A., Brill, E.: Beyond pagerank: machine learning for static ranking. In: Proceedings of the 15th International Conference on World Wide Web, pp. 707–715. ACM (2006) Richardson, M., Prakash, A., Brill, E.: Beyond pagerank: machine learning for static ranking. In: Proceedings of the 15th International Conference on World Wide Web, pp. 707–715. ACM (2006)
27.
go back to reference Rungsawang, A., Puntumapon, K., Manaskasemsak, B.: Un-biasing the link farm effect in pagerank computation. In: 2007 21st International Conference on Advanced Information Networking and Applications, AINA 2007, pp. 924–931. IEEE (2007) Rungsawang, A., Puntumapon, K., Manaskasemsak, B.: Un-biasing the link farm effect in pagerank computation. In: 2007 21st International Conference on Advanced Information Networking and Applications, AINA 2007, pp. 924–931. IEEE (2007)
28.
go back to reference Vanneste, B., Puranam, P., Kretschmer, T.: Trust over time in exchange relationships: meta-analysis and theory. Strat. Manag.J. (2013). Forthcoming Vanneste, B., Puranam, P., Kretschmer, T.: Trust over time in exchange relationships: meta-analysis and theory. Strat. Manag.J. (2013). Forthcoming
29.
go back to reference Xu, J., Li, H.: Adarank: a boosting algorithm for information retrieval. In: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 391–398. ACM (2007) Xu, J., Li, H.: Adarank: a boosting algorithm for information retrieval. In: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 391–398. ACM (2007)
30.
go back to reference Yu, P.S., Li, X., Liu, B.: Adding the temporal dimension to search-a case study in publication search. In: 2005 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence, pp. 543–549. IEEE (2005) Yu, P.S., Li, X., Liu, B.: Adding the temporal dimension to search-a case study in publication search. In: 2005 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence, pp. 543–549. IEEE (2005)
Metadata
Title
Temporal PageRank on Social Networks
Authors
Weishu Hu
Haitao Zou
Zhiguo Gong
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-26190-4_18

Premium Partner