Towards a Multi-Stage Approach to Detect Privacy Breaches in Physician Reviews
F.S. Bäumer, J. Kersting, M. Orlikowski, M. Geierhos, in: A. Khalili, M. Koutraki (Eds.), Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems Co-Located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018), CEUR-WS.org, 2018.
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Conference Paper
| Published
| English
Author
Editor
Khalili, Ali;
Koutraki, Maria
Department
Abstract
Physician Review Websites allow users to evaluate their experiences with health services. As these evaluations are regularly contextualized with facts from users’ private lives, they often accidentally disclose personal information on the Web. This poses a serious threat to users’ privacy. In this paper, we report on early work in progress on “Text Broom”, a tool to detect privacy breaches in user-generated texts. For this purpose, we conceptualize a pipeline which combines methods of Natural Language Processing such as Named Entity Recognition, linguistic patterns and domain-specific Machine Learning approaches which have the potential to recognize privacy violations with wide coverage. A prototypical web application is openly accesible.
Publishing Year
Proceedings Title
Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems co-located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018)
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CEUR Workshop Proceedings
Volume
2198
Article Number
97
Conference
14th International Conference on Semantic Systems (SEMANTiCS 2018)
Conference Location
Vienna, Austria
Conference Date
2018-09-10 – 2018-09-13
ISSN
LibreCat-ID
Cite this
Bäumer FS, Kersting J, Orlikowski M, Geierhos M. Towards a Multi-Stage Approach to Detect Privacy Breaches in Physician Reviews. In: Khalili A, Koutraki M, eds. Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems Co-Located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018). Vol 2198. CEUR Workshop Proceedings. CEUR-WS.org; 2018.
Bäumer, F. S., Kersting, J., Orlikowski, M., & Geierhos, M. (2018). Towards a Multi-Stage Approach to Detect Privacy Breaches in Physician Reviews. In A. Khalili & M. Koutraki (Eds.), Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems co-located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018) (Vol. 2198). Vienna, Austria: CEUR-WS.org.
@inproceedings{Bäumer_Kersting_Orlikowski_Geierhos_2018, series={CEUR Workshop Proceedings}, title={Towards a Multi-Stage Approach to Detect Privacy Breaches in Physician Reviews}, volume={2198}, number={97}, booktitle={Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems co-located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018)}, publisher={CEUR-WS.org}, author={Bäumer, Frederik Simon and Kersting, Joschka and Orlikowski, Matthias and Geierhos, Michaela}, editor={Khalili, Ali and Koutraki, MariaEditors}, year={2018}, collection={CEUR Workshop Proceedings} }
Bäumer, Frederik Simon, Joschka Kersting, Matthias Orlikowski, and Michaela Geierhos. “Towards a Multi-Stage Approach to Detect Privacy Breaches in Physician Reviews.” In Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems Co-Located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018), edited by Ali Khalili and Maria Koutraki, Vol. 2198. CEUR Workshop Proceedings. CEUR-WS.org, 2018.
F. S. Bäumer, J. Kersting, M. Orlikowski, and M. Geierhos, “Towards a Multi-Stage Approach to Detect Privacy Breaches in Physician Reviews,” in Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems co-located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018), Vienna, Austria, 2018, vol. 2198.
Bäumer, Frederik Simon, et al. “Towards a Multi-Stage Approach to Detect Privacy Breaches in Physician Reviews.” Proceedings of the Posters and Demos Track of the 14th International Conference on Semantic Systems Co-Located with the 14th International Conference on Semantic Systems (SEMANTiCS 2018), edited by Ali Khalili and Maria Koutraki, vol. 2198, 97, CEUR-WS.org, 2018.
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