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Semantic Social Networks

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  • First Online:
Encyclopedia of Social Network Analysis and Mining
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Synonyms

Context networks; Ontologies; Taxonomies; Text networks; Topic networks

Glossary

Semantic network:

Structured representations of knowledge that are used for reasoning and inference

RDF:

Resource Description Framework

FOAF:

Friend of a friend

NLP:

Natural language processing

Definition

Semantic social network analysis combines the collection and examination of connections between social agents and the content produced or shared in the network. Representations of the content are either attached to the nodes (e.g., if the nodes in the network are Web sites) or to the edges (e.g., if the edges in the network are e-mails). Network structure is then derived from similarity in the content exchanged or from similarity in content between the nodes. Analysis happens mostly on the word level through natural language processing techniques, and statistical approaches to comparing combinations of characters and words are also popular.

Introduction

Semantic networks represent the...

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References

  • Adar E, Adamic L (2005) Tracking information epidemics in blogspace. Paper presented at the 2005 IEEE/WIC/ACM international conference on web intelligence, Compiegne, Sept 2005

    Google Scholar 

  • Andrews K, Kappe F, Maurer H (1995) Serving information to the web with Hyper-G. Paper presented at the third international world-wide web conference, computer networks and ISDN systems

    Google Scholar 

  • Barthelemy M, Chow E, Eliassi-Rad T (2005) Knowledge representation. Issues in semantic graphs for relationship detection. Paper presented at the AAAI spring symposium on AI Technologies for Homeland Security, Stanford, http://pages.cs.wisc.edu/~eliassi/chow-aaai-ss2005.pdf

  • Berners-Lee T, Hendler J, Lassila O (2001) The semantic web. Sci Am 284(5):34–43

    Article  Google Scholar 

  • Brachman RJ (1979) On the epistemological status of semantic networks. In: Findler NV (ed) Associative networks: representation and use of knowledge by computers. Academic, New York, pp 3–50

    Chapter  Google Scholar 

  • Brandes U, Kenis P, Lerner J, Van Raaij D (2009) Network analysis of collaboration structure in Wikipedia. Paper presented at the 18th international conference on world wide web, Madrid

    Google Scholar 

  • Brin S (1999) Extracting patterns and relations from the world wide web. Paper presented at the the world wide web and databases, Valencia, 27–28 Mar 1998

    Google Scholar 

  • Bush V (1945) As we may think. Atl Mon 176(1):101–108

    Google Scholar 

  • Carley KM, Diesner J, Reminga J, Tsvetovat M (2007) Toward an interoperable dynamic network analysis toolkit. Decis Support Syst 43(4):1324–1347. Special Issue Cyberinfrastructure for Homeland Security

    Google Scholar 

  • Corman SR, Kuhn T, Mchee RD, Dooley KJ (2002) Studying complex discursive systems: centering resonance analysis of communication. Hum Commun Res 28(2):157–206

    Google Scholar 

  • Crandall D, Cosley D, Huttenlocher D, Kleinberg J, Suri S (2008) Feedback effects between similarity and social influence in online communities. Paper presented at the proceedings of the 14th ACM SIGKDD international conference on knowledge discovery and data mining, Las Vegas

    Google Scholar 

  • Danowski JA (1993) Network analysis of message content. Prog Commun Sci 12:198–221

    Google Scholar 

  • Diesner J (2013) From texts to networks: detecting and managing the impact of methodological choices for extracting network data from text data. Künstliche Intelligenz/Artificial Intelligence 27(1):75–78. https://doi.org/10.1007/s13218-012-0225-0

    Article  Google Scholar 

  • Diesner J, Carley KM (2008) Conditional random fields for entity extraction and ontological text coding. J Comput Math Org Theory 14:248–262. https://doi.org/10.1007/s10588-008-9029-z

    Article  MATH  Google Scholar 

  • Diesner J, Carley KM (2011) Words and networks. In: Barnett G, Golson JG (eds) Encyclopedia of social networking. Sage, Thousand Oaks, pp 958–961

    Google Scholar 

  • Dooley KJ, Corman SR, Mchee RD (2002) A knowledge directory for identifying experts and areas of expertise. Hum Syst Manag 21(4):217–228

    Google Scholar 

  • Ehrlich K, Lin C, Griffiths-Fisher V (2007) Searching for experts in the enterprise: combining text and social network analysis. Paper presented at the 2007 international ACM conference on supporting group work, Sanibel Island

    Google Scholar 

  • Freeman LC (2004) The development of social network analysis. Empirical Press, Vancouver

    Google Scholar 

  • Gloor P, Zhao Y (2004) TeCFlow – a temporal communication flow visualizer for social networks analysis. Paper presented at the ACM CSCW conference, workshop on social networks, Chicago

    Google Scholar 

  • Gloor P, Krauss J, Nann S, Fischbach K, Schoder D, Switzerland B (2009) Web science 2.0: identifying trends through semantic social network analysis. Sani-bel Island Paper presented at the IEEE conference on social computing (SocialCom-09), Vancouver

    Google Scholar 

  • Grippa F, Palazzolo M, Bucuvalas J, Gloor P (2012) Monitoring changes in the social network structure of clinical care teams resulting from team development efforts. Int J Org Des Eng 2(2):149–166

    Google Scholar 

  • Leskovec J, Backstrom L, Kleinberg J (2009) Meme-tracking and the dynamics of the news cycle. Paper presented at the 15th ACM SIGKDD international conference on knowledge discovery and data mining

    Google Scholar 

  • McCallum A, Wang X, Corrada-Emmanuel A (2007) Topic and role discovery in social networks with experiments on Enron and academic email. J Artif Intell Res 30:249–272

    Google Scholar 

  • Mihalcea RF, Radev DR (2011) Graph-based natural language processing and information retrieval. Cambridge University Press, Cambridge

    Book  MATH  Google Scholar 

  • Nemoto K, Gloor P, Laubacher R (2011) Social capital increases efficiency of collaboration among Wikipedia editors. Paper presented at the HT’11 22nd ACM conference on hypertext and hypermedia

    Google Scholar 

  • Roth D, Yih W (2002) Probabilistic reasoning for entity and relation recognition. Paper presented at the international conference on computational linguistics (COLING), Taipei

    Google Scholar 

  • Sowa J (1992) Semantic networks. In: Shapiro SC (ed) Encyclopedia of artificial intelligence, 2nd edn. Wiley, New York, pp 1493–1511

    Google Scholar 

  • Stinchcombe AL (1990) Information and organizations. University of California Press, Berkley

    Google Scholar 

  • Van Atteveldt W (2008) Semantic network analysis: techniques for extracting, representing, and querying media content. BookSurge Publishers, Charleston

    Google Scholar 

  • Wenger E (1999) Communities of practice: learning, meaning, and identity. Cambridge University Press, New York

    Google Scholar 

  • Woods W (1975) What’s in a link: foundations for semantic networks. In: Bobrow D, Collins A (eds) Representation and understanding: studies in cognitive science. Academic, New York, pp 35–82

    Chapter  Google Scholar 

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Correspondence to Peter Gloor .

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Gloor, P., Diesner, J. (2018). Semantic Social Networks. In: Alhajj, R., Rokne, J. (eds) Encyclopedia of Social Network Analysis and Mining. Springer, New York, NY. https://doi.org/10.1007/978-1-4939-7131-2_90

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