Have a personal or library account? Click to login
Two Sides of the Same Coin: How to Integrate Social Network Analysis and Topic Detection to Investigate Shared Contents and Communicative Interactions in Social Representations Cover

Two Sides of the Same Coin: How to Integrate Social Network Analysis and Topic Detection to Investigate Shared Contents and Communicative Interactions in Social Representations

Open Access
|Dec 2024

References

  1. 1Aim, M. A., Decarsin, T., Bovina, I., & Dany, L. (2018). Cross-validation of representational structures using the attribute-challenge technique and the test of context independence: The social representation of health. International Review of Social Psychology, 31(1). 10.5334/irsp.87
  2. 2Bastian, M., Heymann, S., & Jacomy, M. (2009). Gephi: An Open Source Software for Exploring and Manipulating Networks. Proceedings of the International AAAI Conference on Web and Social Media, 3(1), 361362. 10.1609/icwsm.v3i1.13937
  3. 3Benzécri, J.-P. (1973). L’analyse des données. 1 La taxinomie. Bordas.
  4. 4Blei, D. M., & Lafferty, J. D. (2007). A correlated topic model of science. The Annals of Applied Statistics, 1(1), 1735. 10.1214/07-aoas114
  5. 5Blei, D. M., Ng, A. Y., & Jordan, M. (2003). Latent dirichlet allocation. The Journal of Machine Learning Research, 3, 9931022. 10.5555/944919.944937
  6. 6Blondel, V. D., Guillaume, J.-L., Lambiotte, R., & Lefebvre, E. (2008). Fast unfolding of communities in large networks. Journal of Statistical Mechanics: Theory and Experiment, 2008(10), P10008. 10.1088/1742-5468/2008/10/P10008
  7. 7Breakwell, G. M. (1993). Social representations and social identity. Papers on Social Representations, 2(3), 1217. https://psr.iscte-iul.pt/index.php/PSR/article/view/136
  8. 8Burt, R. S. (1992). Structural holes. Harvard University Press. 10.4159/9780674029095
  9. 9Chartier, J. F., & Meunier, J. G. (2011). Text mining methods for social representation analysis in large corpora. Papers on Social Representations, 20(2), 371. https://psr.iscte-iul.pt/index.php/PSR/article/view/452
  10. 10Chen, A., Zhang, J., Liao, W., Luo, C., Shen, C., & Feng, B. (2022). Multiplicity and dynamics of social representations of the COVID-19 pandemic on Chinese social media from 2019 to 2020. Information Processing & Management, 59(4), 102990. 10.1016/j.ipm.2022.102990
  11. 11Cherven, K. (2015). Mastering Gephi network visualization: Produce advanced network graphs in Gephi and gain valuable insights into your network datasets. Packt Publishing.
  12. 12Degenne, A., & Vergès, P. (1973). Introduction à l’analyse de similitude. Revue française de sociologie, 14(4), 471511. 10.2307/3320247
  13. 13Doise, W. (1990). Individual cognitive functioning: Societal aspects. H. Himmelweit & G. Gaskell (Eds.). Societal psychology (pp. 92111). Sage.
  14. 14Doise, W., Clémence, A., & Lorenzi-Cioldi, F. (1993). The quantitative analysis of social representations. Harvester Wheatsheaf.
  15. 15Emiliani, F., Contarello, A., Brondi, S., Palareti, L., Passini, S., & Romaioli, D. (2020). Social representations of ‘normality’: Everyday life in old and new normalities with Covid-19. Papers on Social Representations, 29(2), 91. https://psr.iscte-iul.pt/index.php/PSR/article/view/552
  16. 16Evkoski, B., Mozetič, I., Ljubešić, N., & Kralj Novak, P. (2021). Community evolution in retweet networks. Plos one, 16(9), e0256175. 10.1371/journal.pone.0256175
  17. 17Freeman, L. C. (2004). The development of social network analysis: A study in the sociology of science. Empirical Press: BookSurge.
  18. 18Grandjean, M. (2016). A social network analysis of Twitter: Mapping the digital humanities community. Cogent Arts & Humanities, 3(1), 1171458. 10.1080/23311983.2016.1171458
  19. 19Granovetter, M. (1973). The strength of weak ties. American Journal of Sociology, 78, 136080. https://www.jstor.org/stable/2776392. 10.1086/225469
  20. 20Granovetter, M. (1983). The strength of weak ties: A network theory revisited. In R. Collins (Ed.), Sociological theory (pp. 201233). Jossey-Bass. 10.2307/202051
  21. 21Hansen, D. L., Schneiderman, B., & Smith, M. A. (2020). Analyzing social media networks with NodeXL: Insights from a connected world (2nd ed). Morgan Kaufmann.
  22. 22Himelboim, I., Smith, M. A., Rainie, L., Shneiderman, B., & Espina, C. (2017). Classifying Twitter Topic-Networks using social network analysis. Social Media + Society, 3(1). 10.1177/2056305117691545
  23. 23Howarth, C. S. (2001). Towards a social psychology of community: A social representations perspective. Journal for the Theory of Social Behaviour, 31(2), 223238. 10.1111/1468-5914.00155
  24. 24Jodelet, D. (1989). Folies et représentations sociales. PUF.
  25. 25Krämer, N. C., Rösner, L., Eimler, S. C., Winter, S., & Neubaum, G. (2014). Let the weakest link go! Empirical explorations on the relative importance of weak and strong ties on social networking sites. Societies, 4(4), 785809. 10.3390/SOC4040785
  26. 26Lahlou, S. (1996). A method to extract social representations from linguistic corpora. The Japanese Journal of Experimental Social Psychology, 35(3), 278291. 10.2130/jjesp.35.278
  27. 27Lahlou, S. (2011). Text mining methods: an answer to Chartier and Meunier. Papers on social representations, 20(38), 17. https://psr.iscte-iul.pt/index.php/PSR/article/view/453
  28. 28Laroche, M., & Plante, S. (2022). The network of actors and its social representations: Method of emergency and risk management evaluation in Saint-André de Kamouraska. Canadian Journal of Emergency Management, 2(1), 21. 10.25071/e5wqez30
  29. 29Lemieux, V. (1993). Le Parti libéral du Québec: Alliances, rivalités et neutralités. Les Presses de l’Université Laval.
  30. 30Lemieux, V. (1998). Les coalitions: Liens, transactions et contrôles. PUF.
  31. 31Lemieux, V., & Ouimet, M. (2012). Análise Estrutural das Redes Sociais. Lisboa: Instituto Piaget.
  32. 32Moliner, P. (2023). Network analysis of social representations for community detection. Papers on Social Representations, 32(1), 11. https://psr.iscte-iul.pt/index.php/PSR/article/view/652
  33. 33Moreno, J. L. (1934). Who shall survive? A new approach to the problems of human interrelations. Nervous and Mental Disease. 10.1037/10648-000
  34. 34Moscovici, S. (1961/1976). La psychanalyse, son image et son public. [Psychoanalysis: Its image and its public]. Presses Universitaires de France.
  35. 35Muncer, S. J., Campbell, A., & Gillen, K. (1996). Social representations and comparative network analysis: A preliminary report. Papers on social representations, 5, 120. https://psr.iscte-iul.pt/index.php/PSR/article/view/220
  36. 36Prell, C., Schaefer, D. R. (2024). Introducing social network analysis. In McLevey, J., Scott, J., & Carrington, P. J. (Eds.). The Sage handbook of social network analysis (2nd ed). SAGE. 10.4135/9781529614695.n2
  37. 37Ratinaud, P. (2009). IRaMuTeQ: Interface de R pour les Analyses Multidimensionnelles de Textes et de Questionnaires [IRaMuTeQ: R Interface for multidimensional analysis of texts and questionnaires] [Computer software]. http://www.iramuteq.org
  38. 38Recuero, R. (2009). Redes sociais na internet. Sulina. 10.30962/ec.v2i0.28
  39. 39Recuero, R. D. C., Bastos, M., & Zago, G. (2020). Análise de Redes para Mídia Social. Sulina.
  40. 40Reinert, M. (1986). Un logiciel d’analyse lexicale. Les cahiers de l’analyse des données, 11(4), 471481.
  41. 41Reinert, M. (1993). Les ‘mondes lexicaux’ et leur ‘logique’ à travers l’analyse statistique d’un corpus de récits de cauchemars. Langage Et Société/Langage Et SociéTé, 66(1), 539. 10.3406/lsoc.1993.2632
  42. 42Reinert, M. (1998). ‘Mondes lexicaux’ et ‘Topoï’ dans l’approche ‘Alceste’. XVIe Congrès international des linguistes.
  43. 43Rizzoli, V., Biddau, F., & Sarrica, M. (2024a). The identity-attitude nexus in the representation of energy transition in a coal region (Sulcis, Italy): An exploration through the Structural Topic Model. European Journal of Social Psychology, 54(1), 118135. 10.1002/ejsp.3004
  44. 44Rizzoli, V., Romaioli, D., & Contarello, A. (2017). The crisis tsunami. Social representations of the economic crisis in the Italian press. International Review of Social Psychology, 30(1), 8091. 10.5334/irsp.103
  45. 45Rizzoli, V., Salvador Casara, B. G., & Sarrica, M. (2024b). Tweeting about a revolution? A cross-national analysis of tweets on climate change during the rise of ‘Fridays for Future’. Social Psychological Bulletin, 19, 126. 10.32872/spb.12383
  46. 46Roberts, M. E., Stewart, B. M., & Tingley, D. (2019). stm: R Package for Structural Topic Models. R package version 1.3.4, https://CRAN.R-project.org/package=stm. 10.18637/jss.v091.i02
  47. 47Santaella, L., & Lemos, R. (2010). Redes Sociais Digitais: A cognição conectiva do Twitter. Paulus.
  48. 48Sarrica, M., Rimano, A., Rizzoli, V., & Passafaro, P. (2020). Are E-bikes changing the social representation of cycling? An exploration of the articles on cycling in Italian newspapers. Sustainability: Science, Practice, and Policy, 16(1), 155168. 10.1080/15487733.2020.1794148
  49. 49Sbalchiero, S. (2018). Topic detection: A statistical model and a quali-quantitative method. In: Tuzzi, A. (Ed.) Tracing the Life Cycle of Ideas in the Humanities and Social Sciences. Springer. 10.1007/978-3-319-97064-6_10
  50. 50Scott, J. (2012). What is social network analysis? Bloomsbury Academic. 10.5040/9781849668187
  51. 51Scott, J. (2017). Social network analysis (4th ed). SAGE. 10.4135/9781529716597
  52. 52Voelklein, C., & Howarth, C. (2005). A review of controversies about social representations Theory: A British Debate. Culture & Psychology, 11(4), 431454. 10.1177/1354067x05058586
  53. 53Wachelke, J. (2012). Representations and social knowledge: an integrative effort through a normative structural perspective. New Ideas in Psychology, 30(2), 259269. 10.1016/j.newideapsych.2011.12.001
  54. 54Wagner, W. (1995). Social representations, group affiliation, and projection: Knowing the limits of validity. European Journal of Social Psychology, 25(2), 125139. 10.1002/ejsp.2420250202
  55. 55Willson, M. (2010). Technology, networks and communities: An exploration of network and community theory and technosocial forms. Information. Communication & Society, 13(5), 747764. 10.1080/13691180903271572
DOI: https://doi.org/10.5334/irsp.973 | Journal eISSN: 2397-8570
Language: English
Submitted on: Jun 26, 2024
Accepted on: Nov 23, 2024
Published on: Dec 16, 2024
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2024 Valentina Rizzoli, Anderson da Silveira, Mirella De Falco, Mauro Sarrica, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.