Can Social Network Be Used for Location-aware Recommendation?
Pasi Fränti, Karol Waga, Chaitanya Khurana
2015
Abstract
Our goal is to give recommendations for mobile users about interesting places around his current location. The only input is the user, location and time. In this work, we study whether the social network of the user can be utilized for improving recommendations. We will answer the following two questions: (1) can we measure user similarity based on their Facebook profile and location history, (2) do these imply usefulness for the recommendations.
References
- J. Bao, Y. Zheng, M.F. Mokbel, “Location-based and preference-aware recommendation using sparse geosocial networking data”, Int. Conf. on Advances in Geographic Information Systems (SIGSPATIAL), 199-208, Redondo Beach, CA, 2012.
- K. Bacon, P. Dewan, “Towards automatic recommendation of friend lists”, CollaborateCOM, Crystal City, Washington DC, Nov 2009.
- A. Barrat and M. Weigt, “On the properties of small-world network models”, Eur.Phys.J. B, 13, 547-560, 2000.
- F. Bolici, “No hotel in D.C.”, CollaborateCOM, Crystal City, Washington DC, Nov 2009.
- T. De Pessemier, J.Minnaert, K. Vanhecke, S. Dooms, L. Martens, “Social Recommendations for Events”, ACM Conf. on Recommender Systems, Hong Kong, China, October 2013.
- P. Fränti, J. Chen and A. Tabarcea, "Four aspects of relevance in location-based media: content, time, location and network", Int. Conf. on Web Information Systems & Technologies (WEBIST'11), Noordwijkerhout, Netherlands, 413-417, May 2011.
- P. Gratz, J. Botev, “Collaborative filtering via epidemic aggregation in distributed virtual environments” Collaborate COM, Crystal City, Washington DC, Nov 2009.
- C.J. Hutto, S. Yardi, E. Gilbert, ”A longitudinal study of follow predictors on twitter”,SIGCHI Conf. on Human Factors in Computing Systems (CHI'13), 821-830, 2013.
- W. Kima, O.-R. Jeong, S.-W. Lee, “On social web sites”, Information Systems, 35, 215-236, 2010.
- C. Ross, E. S. Orr, M. Sisic, J. M. Arseneault, M. G. Simmering, R. R. Orr, “Personality and motivations associated with Facebook use”, Computers in Human Behavior, 25, 578-586, 2009.
- J.R. Simon, D.R. Gonzalez, C.F. Grande, C.E. Gomez, A.P. de la Llave, F.O. Lacalle, K.D.R. Permingeat, “NEMOS: Working towards the 'social' mobile phone”, ICME 2009, 1784-1788, New York City, July 2009.
- H. Takabi, J.B.D. Joshi, H.A. Karimi, “A collaborative kanonymity approach for location privacy in locationbased services”, CollaborateCOM, Crystal City, Washington DC, Nov 2009.
- K. Waga, A. Tabarcea and P. Fränti, "Recommendation of points of interest from user generated data collection", IEEE Int. Conf. on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), Pittsburgh, USA, 2012.
- D. Watts and S. Strogatz, “Collective dynamics of 'smallworld' Networks”, Nature, 393, 440-442, 1998.
- P. Wu, W. Ding, Z. Mao, D. Tretter, “Close & closer: “Discover social relationship from photo collections”, ICME 2009, 1652-1655, New York City, July 2009.
- X. Yang, H. Steck, Y. Guo, Y. Liu, “On Top-k Recommendation using Social Networks”, ACM Conf. on Recommender Systems, Dublin, Ireland, 67- 74, Sept. 2012.
- S. Zhao, S. Grasmuck, J. Martin, “Identity construction on Facebook: Digital empowerment in anchored relationships”, Computers in Human Behavior, 24, 1816-1836, 2008.
Paper Citation
in Harvard Style
Fränti P., Waga K. and Khurana C. (2015). Can Social Network Be Used for Location-aware Recommendation? . In Proceedings of the 11th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST, ISBN 978-989-758-106-9, pages 558-565. DOI: 10.5220/0005495805580565
in Bibtex Style
@conference{webist15,
author={Pasi Fränti and Karol Waga and Chaitanya Khurana},
title={Can Social Network Be Used for Location-aware Recommendation?},
booktitle={Proceedings of the 11th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,},
year={2015},
pages={558-565},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005495805580565},
isbn={978-989-758-106-9},
}
in EndNote Style
TY - CONF
JO - Proceedings of the 11th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,
TI - Can Social Network Be Used for Location-aware Recommendation?
SN - 978-989-758-106-9
AU - Fränti P.
AU - Waga K.
AU - Khurana C.
PY - 2015
SP - 558
EP - 565
DO - 10.5220/0005495805580565