A new model to quantify the impact of a topic in a location over time with Social Media

Expert Systems with Applications

Volumn 42, Issue 7, 2015, Pages 3381-3395

  Bernabe Moreno J ^a   Tejeda Lorente, A ^a   Porcel, C ^b   Herrera Viedma, E ^a  

^a UNIVERSITY OF GRANADA   (Spain)

^b UNIVERSITY OF JAÉN   (Spain)

Author keywords

Geo located; Information extraction; RFM; Social Media impact; Social Media Social network analysis; Topic Engagement; Topic Exposure Social Media sensor

Indexed keywords

ECONOMIC AND SOCIAL EFFECTS; INFORMATION ANALYSIS; INFORMATION RETRIEVAL; INFORMATION RETRIEVAL SYSTEMS; MOBILE DEVICES; SOCIAL NETWORKING (ONLINE);

GEO-LOCATED; GEOGRAPHICAL LOCATIONS; INFORMATION EXTRACTION SYSTEMS; RFM; SOCIAL MEDIA; SOCIAL MEDIA NETWORKS; SOCIAL MEDIA PLATFORMS; TOPIC ENGAGEMENT;

DATA MINING;

EID: 84920973933     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2014.11.067     Document Type: Article

References (48)

1. L. AlSumait, D. Barbará, J. Gentle, and C. Domeniconi Topic significance ranking of lda generative models Machine learning and knowledge discovery in databases 2009 Springer 67 82
2. L. Backstrom, E. Sun, and C. Marlow Find me if you can: Improving geographical prediction with social and spatial proximity Proceedings of the 19th international conference on world wide web 2010 ACM 61 70
3. S.G. Barsade The ripple effect: Emotional contagion and its influence on group behavior Administrative Science Quarterly 47 4 2002 644 675
4. Bennett, S. (2012). Twitter now has more than 140 million active users sending 340 million tweets every day.
5. T. Berners-Lee, J. Hendler, and O. Lassila The semantic web Scientific American 284 5 2001 28 37
6. D.M. Blei, A.Y. Ng, and M.I. Jordan Latent dirichlet allocation The Journal of Machine Learning Research 3 2003 993 1022
7. L. Bogart Strategy in advertising 1967 Harcourt, Brace & World New York
8. J.R. Bult, and T. Wansbeek Optimal selection for direct mail Marketing Science 14 4 1995 378 394
9. M. Cataldi, L. Di Caro, and C. Schifanella Emerging topic detection on twitter based on temporal and social terms evaluation Proceedings of the tenth international workshop on multimedia data mining 2010 ACM 4
10. H. Cavusoglu, N. Hu, Y. Li, and D. Ma Information technology diffusion with influentials, imitators, and opponents Journal of Management Information Systems 27 2 2010 305 334
11. D. Centola The spread of behavior in an online social network experiment Science 329 5996 2010 1194 1197
12. Cha, M.; Haddadi, H.; Benevenuto, F.; & Gummadi, K. (2010). Measuring user influence in twitter: The million follower fallacy. In 4th International AAAI Conference on Weblogs and Social Media (ICWSM).
13. Cheng, Z.; Caverlee, J.; Lee, K.; & Sui, D.Z. (2011). Exploring millions of footprints in location sharing services. ICWSM (pp. 81-88).
14. J. Chuang, D. Ramage, C. Manning, and J. Heer Interpretation and trust: Designing model-driven visualizations for text analysis Proceedings of the SIGCHI conference on human factors in computing systems 2012 ACM 443 452
15. Clark, E.; Roberts, T.; & Araki, K. (2010). Towards a pre-processing system for casual english annotated with linguistic and cultural information. In Proceedings of the Fifth IASTED International Conference, Vol. 711, (pp. 044-84).
16. S.C. Deerwester, S.T. Dumais, T.K. Landauer, G.W. Furnas, and R.A. Harshman Indexing by latent semantic analysis JASIS 41 6 1990 391 407
17. P.S. Fader, B.G. Hardie, and K.L. Lee RFM and CLV: Using iso-value curves for customer base analysis Journal of Marketing Research 2005 415 430
18. P.W. Farris, N.T. Bendle, P.E. Pfeifer, and D.J. Reibstein Marketing metrics: The definitive guide to measuring marketing performance Pearson Education 2010
19. S. Fujita, and A. Fujino Word sense disambiguation by combining labeled data expansion and semi-supervised learning method ACM Transactions on Asian Language Information Processing (TALIP) 12 2 2013 7
20. T.L. Griffiths, M. Steyvers, and J.B. Tenenbaum Topics in semantic representation Psychological Review 114 2 2007 211
21. A. Guille, and H. Hacid A predictive model for the temporal dynamics of information diffusion in online social networks Proceedings of the 21st international conference companion on world wide web 2012 ACM 1145 1152
22. A. Hughes Strategic database marketing 2005 McGraw-Hill New York
23. K.S. Jones A statistical interpretation of term specificity and its application in retrieval Journal of Documentation 28 1 1972 11 21
24. M. Khajvand, K. Zolfaghar, S. Ashoori, and S. Alizadeh Estimating customer lifetime value based on rfm analysis of customer purchase behavior: Case study Procedia Computer Science 3 0 2011 57 63
25. T. Kiss, and J. Strunk Unsupervised multilingual sentence boundary detection Computational Linguistics 32 4 2006 485 525
26. V. Kumar Customer lifetime value the path to profitability Foundations and Trends(R) in Marketing 2 1 2008 1 96
27. H. Kwak, C. Lee, H. Park, and S. Moon What is twitter, a social network or a news media? Proceedings of the 19th International conference on world wide web, WWW '10 2010 ACM New York, NY, USA 591 600
28. D.J. MacKay, and L.C.B. Peto A hierarchical dirichlet language model Natural Language Engineering 1 3 1995 289 308
29. Manaris, B. (1998). Natural language processing: A human-computer interaction perspective.
30. M. Mathioudakis, and N. Koudas Twittermonitor: Trend detection over the twitter stream Proceedings of the 2010 ACM SIGMOD international conference on management of data, SIGMOD '10 2010 ACM New York, NY, USA 1155 1158
31. G.A. Miller Wordnet: A lexical database for english Communications of the ACM 38 11 1995 39 41
32. M. Naaman, H. Becker, and L. Gravano Hip and trendy: Characterizing emerging trends on twitter Journal of the American Society for Information Science and Technology 62 5 2011 902 918
33. O'Connor, B.; Krieger, M.; & Ahn, D. (2010). Tweetmotif: Exploratory search and topic summarization for twitter. In ICWSM.
34. Page, L.; Brin, S.; Motwani, R.; & Winograd, T. (1998). The pagerank citation ranking: Bringing order to the web. In Proceedings of the 7th International World Wide Web Conference (pp. 161-172). Brisbane, Australia.
35. C. Porcel, A. Tejeda-Lorente, M.A. Martnez, and E. Herrera-Viedma A hybrid recommender system for the selective dissemination of research resources in a technology transfer office Information Science 184 1 2012 1 19
36. Rajyalakshmi, S.; Bagchi, A.; Das, S.; & Tripathy, R. M. (2012). Topic diffusion and emergence of virality in social networks. CoRR, abs/1202.2215:1212-2232.
37. D.M. Romero, W. Galuba, S. Asur, and B.A. Huberman Influence and passivity in social media Proceedings of the 20th International conference companion on world wide web, WWW '11 2011 ACM New York, NY, USA 113 114
38. D.M. Romero, B. Meeder, and J. Kleinberg Differences in the mechanics of information diffusion across topics: Idioms, political hashtags, and complex contagion on twitter Proceedings of the 20th international conference on world wide web, WWW '11 2011 ACM New York, NY, USA 695 704
39. T. Sakaki, M. Okazaki, and Y. Matsuo Earthquake shakes twitter users: Real-time event detection by social sensors Proceedings of the 19th international conference on world wide web, WWW '10 2010 ACM New York, NY, USA 851 860
40. G. Salton, and M.J. McGill Introduction to modern information retrieval 1986 McGraw-Hill, Inc. New York, NY, USA
41. S. Scellato, A. Noulas, R. Lambiotte, and C. Mascolo Socio-spatial properties of online location-based social networks ICWSM 11 2011 329 336
42. B. Sohrabi, and A. Khanlari Customer lifetime value (CLV) measurement based on rfm model Iranian Accounting & Auditing Review 14 47 2007 7 20
43. S. Stieglitz, and L. Dang-Xuan Emotions and information diffusion in social mediasentiment of microblogs and sharing behavior Journal of Management Information Systems 29 4 2013 217 248
44. I.E. Sutherland, R.F. Sproull, and R.A. Schumacker A characterization of ten hidden-surface algorithms ACM Computing Surveys 6 1 1974 1 55
45. A. Tejeda-Lorente, C. Porcel, E. Peis, R. Sanz, and E. Herrera-Viedma A quality based recommender system to disseminate information in a university digital library Information Science 261 2014 52 69
46. White, D. (2013). Social media growth 2006-2012.
47. Q.X. Yang, S.S. Yuan, L. Zhao, L. Chun, and S. Peng Faster algorithm of string comparison Pattern Analysis & Applications 6 2 2003 122 133
48. S. Ye, and S.F. Wu Measuring message propagation and social influence on twitter.com Proceedings of the second international conference on social informatics, SocInfo'10 2010 Springer-Verlag Berlin, Heidelberg 216 231