Stream Clustering of Chat Messages with Applications to Twitch Streams
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.
Download
No fulltext has been uploaded.
Conference Paper
| English
Author
Carnein, Matthias;
Assenmacher, Dennis;
Trautmann, HeikeLibreCat 
Editor
de Cesare, Sergio;
Ulrich, Frank
Abstract
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.
Publishing Year
Proceedings Title
Proceedings of the 36$^th$ International Conference on Conceptual Modeling (ER’17)
Page
79–88
ISBN
LibreCat-ID
Cite this
Carnein M, Assenmacher D, Trautmann H. Stream Clustering of Chat Messages with Applications to Twitch Streams. In: de Cesare S, Ulrich F, eds. Proceedings of the 36$^th$ International Conference on Conceptual Modeling (ER’17). Springer International Publishing; 2017:79–88. doi:10.1007/978-3-319-70625-2_8
Carnein, M., Assenmacher, D., & Trautmann, H. (2017). Stream Clustering of Chat Messages with Applications to Twitch Streams. In S. de Cesare & F. Ulrich (Eds.), Proceedings of the 36$^th$ International Conference on Conceptual Modeling (ER’17) (pp. 79–88). Springer International Publishing. https://doi.org/10.1007/978-3-319-70625-2_8
@inproceedings{Carnein_Assenmacher_Trautmann_2017, place={Valencia, Spain}, title={Stream Clustering of Chat Messages with Applications to Twitch Streams}, DOI={10.1007/978-3-319-70625-2_8}, 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} }
Carnein, Matthias, Dennis Assenmacher, and Heike Trautmann. “Stream Clustering of Chat Messages with Applications to Twitch Streams.” In Proceedings of the 36$^th$ International Conference on Conceptual Modeling (ER’17), edited by Sergio de Cesare and Frank Ulrich, 79–88. Valencia, Spain: Springer International Publishing, 2017. https://doi.org/10.1007/978-3-319-70625-2_8.
M. Carnein, D. Assenmacher, and H. Trautmann, “Stream Clustering of Chat Messages with Applications to Twitch Streams,” in Proceedings of the 36$^th$ International Conference on Conceptual Modeling (ER’17), 2017, pp. 79–88, doi: 10.1007/978-3-319-70625-2_8.
Carnein, Matthias, et al. “Stream Clustering of Chat Messages with Applications to Twitch Streams.” Proceedings of the 36$^th$ International Conference on Conceptual Modeling (ER’17), edited by Sergio de Cesare and Frank Ulrich, Springer International Publishing, 2017, pp. 79–88, doi:10.1007/978-3-319-70625-2_8.
Google Scholar
ISBN Search