---
_id: '13331'
abstract:
- lang: eng
  text: Communication in online social networks has been analyzed for some time regarding
    the expression of sentiments. So far, very little is known about the relationship
    between sentiments and network emergence, dissemination patternsand possible differences
    between positive and negative sentiments. The dissemination patterns analyzed
    in this study consist of network motifs based on triples of actors and the ties
    among them. These motifs are associated with common social network effects to
    derive meaningful insights about dissemination activities. The data basis includes
    several thousand social networks with textual messages classified according to
    embedded positive and negative sentiments. Based on this data, sub-networks are
    extracted and analyzed with a dynamic network motif analysis to determine dissemination
    patterns and associated network effects. Results indicate that the emergence of
    digital social networks exhibits a strong tendency towards reciprocity, followed
    by the dominance ofhierarchy as an intermediate step leading to social clustering
    with hubs and transitivity effects for both positive and negative sentiments to
    the same extend. Sentiments embedded in exchanged textual messages do only play
    a secondary role in network emergence and do not express differences regarding
    the emergence of network patterns.
author:
- first_name: Robert
  full_name: Hillmann, Robert
  last_name: Hillmann
- first_name: Matthias
  full_name: Trier, Matthias
  id: '72744'
  last_name: Trier
citation:
  ama: 'Hillmann R, Trier M. Dissemination Patterns and Associated Network Effects
    of Sentiments in Social Networks. In: <i>Proceedings of the 2012 IEEE/ACM International
    Conference on Advances in Social Networks Analysis and Mining</i>. United States:
    IEEE; 2012:510-515.'
  apa: 'Hillmann, R., &#38; Trier, M. (2012). Dissemination Patterns and Associated
    Network Effects of Sentiments in Social Networks. In <i>Proceedings of the 2012
    IEEE/ACM International Conference on Advances in Social Networks Analysis and
    Mining</i> (pp. 510–515). United States: IEEE.'
  bibtex: '@inproceedings{Hillmann_Trier_2012, place={United States}, title={Dissemination
    Patterns and Associated Network Effects of Sentiments in Social Networks}, booktitle={Proceedings
    of the 2012 IEEE/ACM International Conference on Advances in Social Networks Analysis
    and Mining}, publisher={IEEE}, author={Hillmann, Robert and Trier, Matthias},
    year={2012}, pages={510–515} }'
  chicago: 'Hillmann, Robert, and Matthias Trier. “Dissemination Patterns and Associated
    Network Effects of Sentiments in Social Networks.” In <i>Proceedings of the 2012
    IEEE/ACM International Conference on Advances in Social Networks Analysis and
    Mining</i>, 510–15. United States: IEEE, 2012.'
  ieee: R. Hillmann and M. Trier, “Dissemination Patterns and Associated Network Effects
    of Sentiments in Social Networks,” in <i>Proceedings of the 2012 IEEE/ACM International
    Conference on Advances in Social Networks Analysis and Mining</i>, 2012, pp. 510–515.
  mla: Hillmann, Robert, and Matthias Trier. “Dissemination Patterns and Associated
    Network Effects of Sentiments in Social Networks.” <i>Proceedings of the 2012
    IEEE/ACM International Conference on Advances in Social Networks Analysis and
    Mining</i>, IEEE, 2012, pp. 510–15.
  short: 'R. Hillmann, M. Trier, in: Proceedings of the 2012 IEEE/ACM International
    Conference on Advances in Social Networks Analysis and Mining, IEEE, United States,
    2012, pp. 510–515.'
date_created: 2019-09-19T12:49:33Z
date_updated: 2022-01-06T06:51:33Z
department:
- _id: '198'
keyword:
- Social Network Analysis
- Dynamic Network Motif Analysis
- Sentiment Dissemination
- Networking Effects
- Triads
language:
- iso: eng
page: 510-515
place: United States
publication: Proceedings of the 2012 IEEE/ACM International Conference on Advances
  in Social Networks Analysis and Mining
publication_identifier:
  isbn:
  - '9780769547992'
publisher: IEEE
status: public
title: Dissemination Patterns and Associated Network Effects of Sentiments in Social
  Networks
type: conference
user_id: '62809'
year: '2012'
...