User Profile Analysis Using an Online Social Network Integrated Quiz Game

Cilt: 21 Sayı: 3 8 Eylül 2017
PDF İndir

User Profile Analysis Using an Online Social Network Integrated Quiz Game

Öz

User interest profiling is important for personalized web search, recommendation and retrieval systems. In order to develop a good personalized application one needs to have accurate representation of user profiles. Most of the personalized systems generate interest profiles from user declarations or inferred from cookies or visited web pages. But to achieve a certain result that satisfies the user needs, explicit definition of the user interests is needed. In this paper we propose to obtain interest profiles from a quiz game played by the user where at each play he/she is asked 10 questions from different categories with different difficulty levels. The developed quiz game is integrated to Facebook online social network. By doing so, we had the chance to extract each user’s both explicit Facebook interest profiles and implicit interest profiles from quiz game answers. These profiles are used to extract different features for each user. Both implicit interest profile and explicit interest profile features are evaluated for clustering and interest ranking tasks separately. The experimental results show that the implicit interest profile features have promising results on personalized systems.

Anahtar Kelimeler

Kaynakça

  1. [1] Kadima, H., Malek, M. 2010. Toward ontology-based personalization of a recommender system in social network, in Proceedings of the SoCPaR, IEEE, in Trevor P. Martin; Azah Kamilah Muda; Ajith Abraham; Henri Prade; Anne Laurent; Dominique Laurent & Virginie Sans, ed., pp.119-122.
  2. [2] Knuth, M., Ludwig, N., Wolf, L. and Sack, H. 2011. The Generation of User Interest Profiles from Semantic Quiz Games, in Proceedings of the Second International Workshop on Mining Ubiquitous and Social Environments MUSE 2011; Martin Atzmueller & Andreas Hotho, ed.; pp. 43-53.
  3. [3] Bozzon A., Brambilla M., Ceri S., Silvestri M., Vesci G. 2013. Choosing the Right Crowd: Expert Finding in Social Networks, in Giovanna Guerrini and Norman W. Paton ed., Joint 2013 EDBT/ICDT Conferences, Genoa, Italy, March 18-22.
  4. [4] Limam L., Coquil D., Kosch H., Brunie L. 2010. Extracting User Interests from Search Query Logs: A Clustering Approach, in Proceedings of the 21st International Workshop on Database and Expert Systems Applications (DEXA 2010), A Min Tjoa and Roland Wagner ed., pp. 5-9.
  5. [5] White W. R., Bailey P., Chen L. 2009. Predicting User Interests from Contextual Information. in Proceedings of the 32nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval James Allan and Javed A. Aslam and Mark Sanderson and ChengXiang Zhai and Justin Zobel ed.; pp. 363-370.
  6. [6] Trajkova, J., Gauch, S. 2004. Improving Ontology-Based User Profiles, in Proceedings of the RIAO, CID, Christian Fluhr; Gregory Grefenstette & W. Bruce Croft, ed., pp. 380-390.
  7. [7] Wu, M.-L., Chang, C.-H., Liu, R.-Z. 2014. Integrating content-based filtering with collaborative filtering using co-clustering with augmented matrices. Expert Systems with Applications, 41, pp. 2754-2761.
  8. [8] Parra-Arnau, J., Rebollo-Monedero, D., Forné, J. 2014. Measuring the privacy of user profiles in personalized information systems. Future Generation Computer Systems, 33, pp. 53-63.

Ayrıntılar

Birincil Dil

Türkçe

Konular

-

Bölüm

-

Yazarlar

Halil Gülaçar Bu kişi benim

Melih Nazif Koç Bu kişi benim

Yayımlanma Tarihi

8 Eylül 2017

Gönderilme Tarihi

11 Nisan 2017

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2017 Cilt: 21 Sayı: 3

Kaynak Göster

APA
Yaslan, Y., Gülaçar, H., & Koç, M. N. (2017). User Profile Analysis Using an Online Social Network Integrated Quiz Game. Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi, 21(3), 696-702. https://doi.org/10.19113/sdufbed.20506
AMA
1.Yaslan Y, Gülaçar H, Koç MN. User Profile Analysis Using an Online Social Network Integrated Quiz Game. Süleyman Demirel Üniv. Fen Bilim. Enst. Derg. 2017;21(3):696-702. doi:10.19113/sdufbed.20506
Chicago
Yaslan, Yusuf, Halil Gülaçar, ve Melih Nazif Koç. 2017. “User Profile Analysis Using an Online Social Network Integrated Quiz Game”. Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi 21 (3): 696-702. https://doi.org/10.19113/sdufbed.20506.
EndNote
Yaslan Y, Gülaçar H, Koç MN (01 Aralık 2017) User Profile Analysis Using an Online Social Network Integrated Quiz Game. Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi 21 3 696–702.
IEEE
[1]Y. Yaslan, H. Gülaçar, ve M. N. Koç, “User Profile Analysis Using an Online Social Network Integrated Quiz Game”, Süleyman Demirel Üniv. Fen Bilim. Enst. Derg., c. 21, sy 3, ss. 696–702, Ara. 2017, doi: 10.19113/sdufbed.20506.
ISNAD
Yaslan, Yusuf - Gülaçar, Halil - Koç, Melih Nazif. “User Profile Analysis Using an Online Social Network Integrated Quiz Game”. Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi 21/3 (01 Aralık 2017): 696-702. https://doi.org/10.19113/sdufbed.20506.
JAMA
1.Yaslan Y, Gülaçar H, Koç MN. User Profile Analysis Using an Online Social Network Integrated Quiz Game. Süleyman Demirel Üniv. Fen Bilim. Enst. Derg. 2017;21:696–702.
MLA
Yaslan, Yusuf, vd. “User Profile Analysis Using an Online Social Network Integrated Quiz Game”. Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi, c. 21, sy 3, Aralık 2017, ss. 696-02, doi:10.19113/sdufbed.20506.
Vancouver
1.Yusuf Yaslan, Halil Gülaçar, Melih Nazif Koç. User Profile Analysis Using an Online Social Network Integrated Quiz Game. Süleyman Demirel Üniv. Fen Bilim. Enst. Derg. 01 Aralık 2017;21(3):696-702. doi:10.19113/sdufbed.20506

Cited By

e-ISSN :1308-6529
Linking ISSN (ISSN-L): 1300-7688

Dergide yayımlanan tüm makalelere ücretiz olarak erişilebilinir ve Creative Commons CC BY-NC Atıf-GayriTicari lisansı ile açık erişime sunulur. Tüm yazarlar ve diğer dergi kullanıcıları bu durumu kabul etmiş sayılırlar. CC BY-NC lisansı hakkında detaylı bilgiye erişmek için tıklayınız.