Collection article | Sammelwerksbeitrag

The Wisdom of the Audience: An Empirical Study of Social Semantics in Twitter Streams

Interpreting the meaning of a document represents a fundamental challenge for current semantic analysis methods. One interesting aspect mostly neglected by existing methods is that authors of a document usually assume certain background knowledge of their intended audience. Based on this knowledge, authors usually decide what to communicate and how to communicate it. Traditionally, this kind of knowledge has been elusive to semantic analysis methods. However, with the rise of social media such as Twitter, background knowledge of intended audiences (i.e., the community of potential readers) has become explicit to some extents, i.e., it can be modeled and estimated. In this paper, we (i) systematically compare different methods for estimating background knowledge of different audiences on Twitter and (ii) investigate to what extent the background knowledge of audiences is useful for interpreting the meaning of social media messages. We find that estimating the background knowledge of social media audiences may indeed be useful for interpreting the meaning of social media messages, but that its utility depends on manifested structural characteristics of message streams.

The Wisdom of the Audience: An Empirical Study of Social Semantics in Twitter Streams

Urheber*in: Wagner, Claudia; Singer, Philipp; Posch, Lisa; Strohmaier, Markus

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ISBN
978-3-642-38288-8
ISSN
1611-3349
Extent
Seite(n): 502-516
Language
Englisch
Notes
Status: Veröffentlichungsversion; begutachtet (peer reviewed)
10. The Semantic Web: Semantics and Big Data (ESWC 2013). Montpellier, 2013

Bibliographic citation
The Semantic Web: Semantics and Big Data; 10th International Conference, ESWC 2013, Montpellier, France, May 26-30, 2013: Proceedings; Lecture Notes in Computer Science (LNCS) (7882)

Subject
Naturwissenschaften
Publizistische Medien, Journalismus,Verlagswesen
Naturwissenschaften, Technik(wissenschaften), angewandte Wissenschaften
interaktive, elektronische Medien
Twitter
Fachwissen
Semantik
Internet
soziales Netzwerk
kollektives Wissen
computervermittelte Kommunikation
Bedeutung
Methodenvergleich
Netzgemeinschaft

Event
Geistige Schöpfung
(who)
Wagner, Claudia
Singer, Philipp
Posch, Lisa
Strohmaier, Markus
Event
Herstellung
(who)
Cimiano, Philipp
Corcho, Oscar
Presutti, Valentina
Hollink, Laura
Rudolph, Sebastian
Event
Veröffentlichung
(who)
Springer
(where)
Deutschland, Berlin
(when)
2013

DOI
URN
urn:nbn:de:0168-ssoar-66085-7
Rights
GESIS - Leibniz-Institut für Sozialwissenschaften. Bibliothek Köln
Last update
21.06.2024, 4:27 PM CEST

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Object type

  • Sammelwerksbeitrag

Associated

  • Wagner, Claudia
  • Singer, Philipp
  • Posch, Lisa
  • Strohmaier, Markus
  • Cimiano, Philipp
  • Corcho, Oscar
  • Presutti, Valentina
  • Hollink, Laura
  • Rudolph, Sebastian
  • Springer

Time of origin

  • 2013

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