Towards Real-Time and Unsupervised Campaign Detection in Social Media
D. Assenmacher, L. Adam, H. Trautmann, C. Grimme, in: Proceedings of the Florida Artificial Intelligence Research Society Conference, Florida, USA, 2020.
Download
No fulltext has been uploaded.
Conference Paper
| English
Author
Assenmacher, D;
Adam, L;
Trautmann, HeikeLibreCat 
;
Grimme, C
;
Grimme, CAbstract
The detection of orchestrated and potentially manipulative campaigns in social media is far more meaningful than an- alyzing single account behaviour but also more challenging in terms of pattern recognition, data processing, and com- putational complexity. While supervised learning methods need an enormous amount of reliable ground truth data to find rather inflexible patterns, classical unsupervised learn- ing techniques need a lot of computational power to handle large amount of data. This makes them infeasible for real- time analysis. In this work, we demonstrate the applicability of text stream clustering for the real-time detection of coordi- nated campaigns.
Publishing Year
Proceedings Title
Proceedings of the Florida Artificial Intelligence Research Society Conference
LibreCat-ID
Cite this
Assenmacher D, Adam L, Trautmann H, Grimme C. Towards Real-Time and Unsupervised Campaign Detection in Social Media. In: Proceedings of the Florida Artificial Intelligence Research Society Conference. ; 2020.
Assenmacher, D., Adam, L., Trautmann, H., & Grimme, C. (2020). Towards Real-Time and Unsupervised Campaign Detection in Social Media. Proceedings of the Florida Artificial Intelligence Research Society Conference.
@inproceedings{Assenmacher_Adam_Trautmann_Grimme_2020, place={Florida, USA}, title={Towards Real-Time and Unsupervised Campaign Detection in Social Media}, booktitle={Proceedings of the Florida Artificial Intelligence Research Society Conference}, author={Assenmacher, D and Adam, L and Trautmann, Heike and Grimme, C}, year={2020} }
Assenmacher, D, L Adam, Heike Trautmann, and C Grimme. “Towards Real-Time and Unsupervised Campaign Detection in Social Media.” In Proceedings of the Florida Artificial Intelligence Research Society Conference. Florida, USA, 2020.
D. Assenmacher, L. Adam, H. Trautmann, and C. Grimme, “Towards Real-Time and Unsupervised Campaign Detection in Social Media,” 2020.
Assenmacher, D., et al. “Towards Real-Time and Unsupervised Campaign Detection in Social Media.” Proceedings of the Florida Artificial Intelligence Research Society Conference, 2020.
Google Scholar