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Socially-Aware Recommender Systems

by Nana Yaw Asabere, Wisdom Kwawu Torgby, Tonny Montana Adegboyega, Dorothy Anima Frempong
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 115 - Number 3
Year of Publication: 2015
Authors: Nana Yaw Asabere, Wisdom Kwawu Torgby, Tonny Montana Adegboyega, Dorothy Anima Frempong
10.5120/20134-2224

Nana Yaw Asabere, Wisdom Kwawu Torgby, Tonny Montana Adegboyega, Dorothy Anima Frempong . Socially-Aware Recommender Systems. International Journal of Computer Applications. 115, 3 ( April 2015), 34-38. DOI=10.5120/20134-2224

@article{ 10.5120/20134-2224,
author = { Nana Yaw Asabere, Wisdom Kwawu Torgby, Tonny Montana Adegboyega, Dorothy Anima Frempong },
title = { Socially-Aware Recommender Systems },
journal = { International Journal of Computer Applications },
issue_date = { April 2015 },
volume = { 115 },
number = { 3 },
month = { April },
year = { 2015 },
issn = { 0975-8887 },
pages = { 34-38 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume115/number3/20134-2224/ },
doi = { 10.5120/20134-2224 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T22:53:47.139552+05:30
%A Nana Yaw Asabere
%A Wisdom Kwawu Torgby
%A Tonny Montana Adegboyega
%A Dorothy Anima Frempong
%T Socially-Aware Recommender Systems
%J International Journal of Computer Applications
%@ 0975-8887
%V 115
%N 3
%P 34-38
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

In current social networks, users are characterized by social properties. Are these social properties relevant in a recommendation process? Can social properties such as social ties and degree centrality of users be applied to generate effective recommendations? In answering these questions, the authors draw pertinent literature and argue that indeed the incorporation of social properties in recommender systems is very significant for generating reliable recommendations for users. The authors envisage that innovative research in recommender systems should integrate the social properties of users in order to generate trustworthy and efficient recommendations.

References
  1. M. Baglioni, F. Geraci, M. Pellegrini, and E. Lastres, Fast exact computation of betweenness Centrality in Social Networks," in Proc. of the IEEE/ACM Int. Conf. on Advances in Social Networks Anal. and Mining (ASONAM), 26-29 Aug. 2012, pp. 450-456.
  2. N. Vastardis and K. Yang, "Mobile Social Networks: Architectures, Social Properties and Key Research Challenges," IEEE Commun. Surveys & Tutorials, vol. 15, no. 3, pp. 1-17, 2013.
  3. M. B. Danah and N. Ellison, "Social Network Sites: Definition, History, and Scholarship," J. of Computer-Mediated Commun. , 13(1), Article 11, 2007.
  4. Y. Zhu, B. Xu, X. Shi, and Y. Wang, "A Survey of Social-Based Routing in Delay Tolerant Networks: Positive and Negative Social Effects," IEEE Commun. Surveys & Tutorials, vol. 15, no. 1, pp. 387-401, 2013.
  5. Z. Huang, D. Zeng and H. Chen, "A Comparison of Collaborative-Filtering Recommendation Algorithms for E-commerce," IEEE Intell. Syst. , vol. 22, no. 5, pp. 68-78, Sept. -Oct. 2007.
  6. L. Baltrunas, B. Ludwig, S. Peer and F. Ricci, "Context Relevance Assessment and Exploitation in Mobile Recommender Systems," Personal and Ubiquitous Comput. , 16(5), 507-526, 2011.
  7. A. Zanda, S. Eibe, and E. Menasalvas, "SOMAR: A SOcial Mobile Activity Recommender," Expert Syst. with Applicat. , 39(9), pp. 8423-8429, 2012.
  8. Y. Wang, J. Hou, Y. W. Tan, and X. Nie, "A Recommendation-based Matchmaking Scheme for Multiple Mobile Social Networks Against Private Data Leakage," Procedia Comput. Sci. , 17, pp. 781-788, 2013.
  9. M. Jamali and M. Ester, "A Matrix Factorization Technique with Trust Propagation for Recommendation in Social Networks," in Proc. of the 4th ACM Conf. on Rec. Syst. , September 2010, pp. 135-142.
  10. G. Cardone, A. Corradi, L. Foschini and R. Montanari, "Socio-Technical Awareness to Support Recommendation and Efficient Delivery of IMS-Enabled Mobile Services," IEEE Commun. Mag. , 50(6), pp. 82-90, 2012.
  11. A. Zanda, S. Eibe, and E. Menasalvas, "Dynamic Clustering Process to Calculate Affinity Degree of Users as Basis of a Social Network Recommender," in Web Inform. Syst. Eng. , pp. 215-225. Springer Berlin Heidelberg, 2013.
  12. E. M. Daly and M. Haahr, "Social Network Analysis for Information Flow in Disconnected Delay-Tolerant MANETs," IEEE Trans. on Mobile Comput. , vol. 8, no. 5, pp. 606-621, May 2009.
  13. A. Chin and M. Chignell, "Automatic Detection of Cohesive Subgroups Within Social Hypertext: A Heuristic Approach", New Review of Hypermedia and Multimedia, Taylor and Francis, vol. 14, no. 1, pp. 121-143, 2008.
  14. J. R. Tyler, D. M. Wilkinson, and B. A. Huberman, "E-mail as Spectroscopy: Automated Discovery of Community Structure Within Organizations," The Information Society, vol 21, no. 2, pp. 143-153, 2005.
  15. M. Kas, K. M. Carley, and L. R. Carley, "Incremental Closeness Centrality For Dynamically Changing Social Networks," IEEE/ACM Int. Conf. on Advances in Social Networks Anal. and Mining (ASONAM), 2013, 25-28 Aug. 2013, pp. 1250-1258.
  16. S. Y. Chan, P. Hui, and K. Xu, "Community Detection of Time-Varying Mobile Social Networks," in Complex Sci. , pp. 1154-1159, Springer Berlin Heidelberg, 2009. 13
  17. S. Y. Chan, P. Hui, and K. Xu, "Bubble Rap: Social-Based Forwarding in Delay-Tolerant Networks," IEEE Trans. on Mobile Comput. , vol. 10, no. 11, pp. 1576-1589, 2011. 14
  18. R. Tan, G. Xing, J. Chen, W. Z. Song, and R. Huang, "Fusion-Based Volcanic Earthquake Detection and Timing in Wireless Sensor Networks," ACM Trans. on Sensor Networks (TOSN), vol. 9, no. 2, Article 17, 2013. 15
  19. M. McPherson, L. Smith-Lovin, and J. M. Cook, "Birds of a Feather: Homophily in Social Networks," Annual Review of Sociology, pp. 415-444, 2001.
  20. F. H. del Olmo and E. Gaudioso, "Evaluation of Recommender Systems: A new Approach," Expert Syst. with Applicat. , 35 (3), pp. 790-804, 2008.
Index Terms

Computer Science
Information Sciences

Keywords

Mobile Social Networks Online Social Networks Recommender Systems Social Properties.

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