Abstract
The interplay between symbolic and social structures in groups is often analysed at the whole-network level of their semantic and socio-semantic networks, e.g. via comparison of graph distributions, multidimensional scaling, or QAP correlations. Meanwhile, the interplay between the symbolic and the social operates through the usage of signs (e.g. words) and their associations by interacting individuals. Hence, structural properties of the whole network can be explained by analysing specific instances of symbolic and socio-symbolic micro patterns – elementary configurations linking signs, and signs and individuals – occurring in practical contexts. This paper introduces a technique and a customisable pattern retriever tool (an R script) to (1) programme socio-symbolic patterns of theoretical importance, (2) use them as ‘search terms’ to query network data, (3) extract from the data instances of the patterns and text quotes corresponding to them, (4) store and represent these instances and quotes in a form convenient for their subsequent qualitative analysis – to uncover the contextual meanings of the patterns. We illustrate the proposed technique with an analysis of a mixed dataset on the interplay between expert and local symbolic structures in the context of social structures of two local groups engaged in flood risk management in 2019 England.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
Notes
- 1.
Note that to trace symbolic patterns in the most accurate way, the ‘independent’ symbolic structure has to be captured at least at a single point in time, and the ‘dependent’ symbolic structure has to be captured at least at two points in time. This way, it is possible to trace changes in appearance of signs and sign associations in the ‘dependent’ symbolic structure at t2 compared to the same symbolic structure at t1 and to the ‘independent’ symbolic structure at t1. While longitudinal data are desirable, cross-sectional data can also be used.
- 2.
Considering unshared signs and associations between them allows us to trace their introduction into group symbolic structure presupposed by several socio-symbolic patterns.
- 3.
The semantic networks were mapped based on co-occurrence of signs within the window of 9 (i.e. separated by 7 signs) in the texts. Signs from a customized stop list as well as those with part of speech other than noun, verb, or adjective, were not included in the networks. Semantic networks for local symbolic structures contain signs and their associations used at least two times. Semantic networks for expert symbolic structures contain signs and their associations used at least eight times.
References
Basov, N., Breiger, R., Hellsten, I.: Socio-semantic and other dualities. Poetics 78 (2020). https://doi.org/10.1016/j.poetic.2020.101433
Fuhse, J., Stuhler, O., Riebling, J., Martin, J.L.: Relating social and symbolic relations in quantitative text analysis. A study of parliamentary discourse in the Weimar Republic. Poetics 78. https://doi.org/10.1016/j.poetic.2019.04.004
Godart, F.C., Galunic, C.: Explaining the popularity of cultural elements: networks, culture, and the structural embeddedness of high fashion trends. Organ. Sci. 30(1), 151–168 (2019). https://doi.org/10.1287/orsc.2018.1234
Mohr, J.W., White, H.C.: How to model an institution. Theory Soc. 37(5), 485–512 (2008). https://doi.org/10.1007/s11186-008-9066-0
Padgett, J.F., Prajda, K., Rohr, B., Schoots, J.: Political discussion and debate in narrative time: the Florentine Consulte e Pratiche. Poetics 78, 1376–1378 (2020). https://doi.org/10.1016/j.poetic.2019.101377
Schoots, J., Rohr, B., Prajda, K., Padgett, J.F.: Conflict and revolt in the name of unity: florentine factions in the Consulte e Pratiche on the cusp of the Ciompi Revolt. Poetics 101386 (2020). https://doi.org/10.1016/j.poetic.2019.101386
Bródka, P., Chmiel, A., Magnani, M., Ragozini, G.: Quantifying layer similarity in multiplex networks: a systematic study. R. Soc. Open Sci. 5, 171747 (2018). https://doi.org/10.1098/rsos.171747
Roth, C., Cointet, J.-P.: Social and semantic coevolution in knowledge networks. Soc. Netw. 32(1), 16–29 (2010). https://doi.org/10.1016/j.socnet.2009.04.005
Basov, N., Lee, J.-S., Antoniuk, A.: Social networks and construction of culture: a socio-semantic analysis of art groups. In: Cherifi, H., Gaito, S., Quattrociocchi, W., Sala, A. (eds.) Complex Networks & Their Applications V, pp. 785–796. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-50901-3_62
Linzhuo, L., Lingfei, W., James, E.: Social centralization and semantic collapse: hyperbolic embeddings of networks and text. Poetics 101428 (2020). https://doi.org/10.1016/j.poetic.2019.101428
Blumer, H.: Symbolic Interactionism: Perspective and Method. University of California Press, Berkeley (1986)
Mead, G.H.: Mind Self and Society from the Standpoint of a Social Behaviorist. Chicago University Press, Chicago (1934)
Basov, N.: The ambivalence of cultural homophily: Field positions, semantic similarities, and social network ties in creative collectives. Poetics 78. https://doi.org/10.1016/j.poetic.2019.02.004
Basov, N., de Nooy, W., Nenko, A.: Local meaning structures: mixed-method sociosemantic network analysis. Am. J. Cult. Sociol. (2019). https://doi.org/10.1057/s41290-019-00084-9
R Core Team: R: A language and environment for statistical computing. (2013)
Carley, K.: Extracting culture through textual analysis. Poetics 22(4), 291–312 (1994). https://doi.org/10.1016/0304-422X(94)90011-6
Hardy, C., Maguire, S.: Organizing risk: discourse, power, and “riskification”. Acad. Manag. Rev. 41(1), 80–108 (2016). https://doi.org/10.5465/amr.2013.0106
Mohr, J.W.: Soldiers, mothers, tramps and others: discourse roles in the 1907 New York City charity directory. Poetics 22(4), 327–357 (1994). https://doi.org/10.1016/0304-422X(94)90013-2
Fine, G.A.: Group culture and the interaction order: local sociology on the meso-level. Ann. Rev. Sociol. 38(1), 159–179 (2012). https://doi.org/10.1146/annurev-soc-071811-145518
Puzyreva, K., Basov, N.: Local knowledge in Russian flood-prone communities: a case study on living with the treacherous waters. In: Babu, G., Qamaruddin, M. (eds.) International Case Studies in the Management of Disasters, pp. 47–60. Emerald Publishing Limited (2021). https://doi.org/10.1108/978-1-83982-186-820201004
Hoetker, G., Agarwal, R.: Death hurts, but it isn’t fatal: the postexit diffusion of knowledge created by innovative companies. Acad. Manag. J. 50(2), 446–467 (2007). https://doi.org/10.5465/amj.2007.24634858
Binder, A.: For love and money: Organizations’ creative responses to multiple environmental logics. Theor. Soc. 36(6), 547–571 (2007). https://doi.org/10.1007/s11186-007-9045-x
Fiol, C.M., O’Connor, E.J.: Waking Up! Mindfulness in the face of bandwagons. AMR 28(1), 54–70 (2003). https://doi.org/10.5465/amr.2003.8925227
Schilke, O.: A micro-institutional inquiry into resistance to environmental pressures. Acad. Manag. J. 61(4), 1431–1466 (2018). https://doi.org/10.5465/amj.2016.0762
Nenko, A., Khokhlova, A., Basov, N.: Communication and knowledge creation in urban spaces: the tactics of artistic collectives in Barcelona, Berlin and St. Petersburg. In: Aiello, G., Tarantino, M., Oakley, K. (eds.) Communicating the City. Peter Lang, Austria (2017)
Hallett, T.: The myth incarnate: recoupling processes, turmoil, and inhabited institutions in an urban elementary school. Am. Sociol. Rev. 75(1), 52–74 (2010). https://doi.org/10.1177/0003122409357044
Joseph, J., Ocasio, W., McDonnell, M.-H.: The structural elaboration of board independence: executive power, institutional logics, and the adoption of CEO-only board structures in U.S. corporate governance. Acad. Manag. J. 57(6), 1834–1858 (2014). https://doi.org/10.5465/amj.2012.0253
Bolton, C.D.: Some consequences of the meadian self. Symb. Interact. 4(2), 245–259 (1981). https://doi.org/10.1525/si.1981.4.2.245
Etzrodt, C.: The foundation of an interpretative sociology: a critical review of the attempts of George H. Mead and Alfred Schutz. Hum. Stud. 31(2), 157–177 (2008). https://doi.org/10.1007/s10746-008-9082-0
Basov, N., Brennecke, J.: Duality beyond dyads: multiplex patterning of social ties and cultural meanings. In: Groenewegen, P., Ferguson, J.E., Moser, C., Mohr, J.W., Borgatti, S.P. (eds.) Research in the Sociology of Organizations, pp. 87–112. Emerald Publishing Limited (2017)
Fuhse, J.: The meaning structure of social networks. Sociol. Theory 27(1), 51–73 (2009). https://doi.org/10.1111/j.1467-9558.2009.00338.x
Godart, F.C., White, H.C.: Switchings under uncertainty: the coming and becoming of meanings. Poetics 38(6), 567–586 (2010). https://doi.org/10.1016/j.poetic.2010.09.003
Rawlings, C.M., Childress, C.: Emergent meanings: reconciling dispositional and situational accounts of meaning-making from cultural objects. Am. J. Sociol. 124(6), 1763–1809 (2019). https://doi.org/10.1086/703203
White, H.C.: Identity and Control: A Structural Theory of Social Action. Princeton University Press, Princeton (1992)
Antonyuk, A., Puzyreva, K., Basov, N.: Principles and patterns of interaction between expert knowledge and local community knowledge. Manuscript in preparation, Centre for German and European Studies, St. Petersburg (2020)
Antonyuk, A., Kretser, I., Basov, N.: Creation of local knowledge in interaction. Unpublished manuscript, Centre for German and European Studies, St. Petersburg (2019)
Vadera, A.K., Aguilera, R.V.: The evolution of vocabularies and its relation to investigation of white-collar crimes: an institutional work perspective. J. Bus. Ethics 128(1), 21–38 (2014). https://doi.org/10.1007/s10551-014-2079-x
Burt, R.S.: Social contagion and innovation: cohesion versus structural equivalence. Am. J. Sociol. 92(6), 1287–1335 (1987)
Carley, K.: Knowledge acquisition as a social phenomenon. Instr. Sci. 14(3–4), 381–438 (1986). https://doi.org/10.1007/BF00051829
Coleman, J.S.: Social capital in the creation of human capital. Am. J. Sociol. 94, S95–S120 (1988). https://doi.org/10.1086/228943
Monge, P.R., Contractor, N.S.: Theories of Communication Networks. Oxford University Press (2003)
Zhou, D., Ji, X., Zha, H., Giles, C.L.: Topic evolution and social interactions: how authors effect research. In: Proceedings of the 15th ACM International Conference on Information and Knowledge Management, New York, NY, USA, pp. 248–257. Association for Computing Machinery (2006)
Cucchiarelli, A., D’Antonio, F., Velardi, P.: Semantically interconnected social networks. Soc. Netw. Anal. Min. 2(1), 69–95 (2012). https://doi.org/10.1007/s13278-011-0030-z
Benoit, K., Watanabe, K., Wang, H., Nulty, P., Obeng, A., Müller, S., Matsuo, A.: quanteda: an R package for the quantitative analysis of textual data. J. Open Source Softw. 3(30), 774 (2018). https://doi.org/10.21105/joss.00774
Straka, M., Straková, J.: Tokenizing, POS Tagging, lemmatizing and parsing UD 2.0 with UDPipe. In: Proceedings of the CoNLL 2017 Shared Task: Multilingual Parsing from Raw Text to Universal Dependencies, pp. 88–99. Association for Computational Linguistics, Vancouver (2017)
Csardi, G., Nepusz, T.: The igraph software package for complex network research. InterJournal Complex Systems (2006)
Acknowledgements
This work was supported by the Russian Science Foundation (grant 19-18-00394 ‘Creation of knowledge on ecological hazards in Russian and European local communities,’ 2019–ongoing). The authors would like to thank two anonymous reviewers for providing valuable comments on an earlier draft of the paper.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG
About this paper
Cite this paper
Antonyuk, A., Puzyreva, K., Medeuov, D., Basov, N. (2021). A Technique to Infer Symbolic and Socio-symbolic Micro Patterns. In: Antonyuk, A., Basov, N. (eds) Networks in the Global World V. NetGloW 2020. Lecture Notes in Networks and Systems, vol 181. Springer, Cham. https://doi.org/10.1007/978-3-030-64877-0_7
Download citation
DOI: https://doi.org/10.1007/978-3-030-64877-0_7
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-64876-3
Online ISBN: 978-3-030-64877-0
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)