---
_id: '46359'
abstract:
- lang: eng
  text: This paper proposes a new stream clustering algorithm for text streams. The
    algorithm combines concepts from stream clustering and text analysis in order
    to incrementally maintain a number of text droplets that represent topics within
    the stream. Our algorithm adapts to changes of topic over time and can handle
    noise and outliers gracefully by decaying the importance of irrelevant clusters.
    We demonstrate the performance of our approach by using more than one million
    real-world texts from the video streaming platform Twitch.tv.
author:
- first_name: Matthias
  full_name: Carnein, Matthias
  last_name: Carnein
- first_name: Dennis
  full_name: Assenmacher, Dennis
  last_name: Assenmacher
- first_name: Heike
  full_name: Trautmann, Heike
  id: '100740'
  last_name: Trautmann
  orcid: 0000-0002-9788-8282
citation:
  ama: 'Carnein M, Assenmacher D, Trautmann H. Stream Clustering of Chat Messages
    with Applications to Twitch Streams. In: de Cesare S, Ulrich F, eds. <i>Proceedings
    of the 36$^th$ International Conference on Conceptual Modeling (ER’17)</i>. Springer
    International Publishing; 2017:79–88. doi:<a href="https://doi.org/10.1007/978-3-319-70625-2_8">10.1007/978-3-319-70625-2_8</a>'
  apa: Carnein, M., Assenmacher, D., &#38; Trautmann, H. (2017). Stream Clustering
    of Chat Messages with Applications to Twitch Streams. In S. de Cesare &#38; F.
    Ulrich (Eds.), <i>Proceedings of the 36$^th$ International Conference on Conceptual
    Modeling (ER’17)</i> (pp. 79–88). Springer International Publishing. <a href="https://doi.org/10.1007/978-3-319-70625-2_8">https://doi.org/10.1007/978-3-319-70625-2_8</a>
  bibtex: '@inproceedings{Carnein_Assenmacher_Trautmann_2017, place={Valencia, Spain},
    title={Stream Clustering of Chat Messages with Applications to Twitch Streams},
    DOI={<a href="https://doi.org/10.1007/978-3-319-70625-2_8">10.1007/978-3-319-70625-2_8</a>},
    booktitle={Proceedings of the 36$^th$ International Conference on Conceptual Modeling
    (ER’17)}, publisher={Springer International Publishing}, author={Carnein, Matthias
    and Assenmacher, Dennis and Trautmann, Heike}, editor={de Cesare, Sergio and Ulrich,
    Frank}, year={2017}, pages={79–88} }'
  chicago: 'Carnein, Matthias, Dennis Assenmacher, and Heike Trautmann. “Stream Clustering
    of Chat Messages with Applications to Twitch Streams.” In <i>Proceedings of the
    36$^th$ International Conference on Conceptual Modeling (ER’17)</i>, edited by
    Sergio de Cesare and Frank Ulrich, 79–88. Valencia, Spain: Springer International
    Publishing, 2017. <a href="https://doi.org/10.1007/978-3-319-70625-2_8">https://doi.org/10.1007/978-3-319-70625-2_8</a>.'
  ieee: 'M. Carnein, D. Assenmacher, and H. Trautmann, “Stream Clustering of Chat
    Messages with Applications to Twitch Streams,” in <i>Proceedings of the 36$^th$
    International Conference on Conceptual Modeling (ER’17)</i>, 2017, pp. 79–88,
    doi: <a href="https://doi.org/10.1007/978-3-319-70625-2_8">10.1007/978-3-319-70625-2_8</a>.'
  mla: Carnein, Matthias, et al. “Stream Clustering of Chat Messages with Applications
    to Twitch Streams.” <i>Proceedings of the 36$^th$ International Conference on
    Conceptual Modeling (ER’17)</i>, edited by Sergio de Cesare and Frank Ulrich,
    Springer International Publishing, 2017, pp. 79–88, doi:<a href="https://doi.org/10.1007/978-3-319-70625-2_8">10.1007/978-3-319-70625-2_8</a>.
  short: 'M. Carnein, D. Assenmacher, H. Trautmann, in: S. de Cesare, F. Ulrich (Eds.),
    Proceedings of the 36$^th$ International Conference on Conceptual Modeling (ER’17),
    Springer International Publishing, Valencia, Spain, 2017, pp. 79–88.'
date_created: 2023-08-04T15:04:57Z
date_updated: 2023-10-16T13:36:23Z
department:
- _id: '34'
- _id: '819'
doi: 10.1007/978-3-319-70625-2_8
editor:
- first_name: Sergio
  full_name: de Cesare, Sergio
  last_name: de Cesare
- first_name: Frank
  full_name: Ulrich, Frank
  last_name: Ulrich
language:
- iso: eng
page: 79–88
place: Valencia, Spain
publication: Proceedings of the 36$^th$ International Conference on Conceptual Modeling
  (ER’17)
publication_identifier:
  isbn:
  - 978-3-319-70625-2
publisher: Springer International Publishing
status: public
title: Stream Clustering of Chat Messages with Applications to Twitch Streams
type: conference
user_id: '15504'
year: '2017'
...