Conference
Predicting suicide risk from online postings in Reddit : the UGent-IDLab submission to the CLPysch 2019 Shared Task A
| العنوان: | Predicting suicide risk from online postings in Reddit : the UGent-IDLab submission to the CLPysch 2019 Shared Task A |
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| المؤلفون: | Bitew, Semere Kiros, Bekoulis, Ioannis, Deleu, Johannes, Sterckx, Lucas, Zaporojets, Klim, Demeester, Thomas, Develder, Chris |
| المصدر: | Computationallinguistics and clinical psychology : from keyboard to clinic : Proceedings of the Sixth Workshop on Computational Linguistics and Clinical Psychology ; ISBN: 9781948087957 ; ISBN: 9781510887848 |
| بيانات النشر: | Association for Computational Linguistics (ACL) |
| سنة النشر: | 2019 |
| المجموعة: | Ghent University Academic Bibliography |
| مصطلحات موضوعية: | Languages and Literatures, Technology and Engineering |
| الوصف: | This paper describes IDLab’s text classification systems submitted to Task A as part of the CLPsych 2019 shared task. The aim of this shared task was to develop automated systems that predict the degree of suicide risk of people based on their posts on Reddit. Bag-of-words features, emotion features and post level predictions are used to derive user-level predictions. Linear models and ensembles of these models are used to predict final scores. We find that predicting fine-grained risk levels is much more difficult than flagging potentially at-risk users. Furthermore, we do not find clear added value from building richer ensembles compared to simple baselines, given the available training data and the nature of the prediction task. |
| نوع الوثيقة: | conference object |
| وصف الملف: | application/pdf |
| اللغة: | English |
| ردمك: | 978-1-948087-95-7 978-1-5108-8784-8 1-948087-95-2 1-5108-8784-9 |
| Relation: | https://biblio.ugent.be/publication/8621471; http://hdl.handle.net/1854/LU-8621471; http://dx.doi.org/10.18653/v1/W19-3019; https://biblio.ugent.be/publication/8621471/file/8621474 |
| DOI: | 10.18653/v1/W19-3019 |
| الاتاحة: | https://biblio.ugent.be/publication/8621471 http://hdl.handle.net/1854/LU-8621471 https://doi.org/10.18653/v1/W19-3019 https://biblio.ugent.be/publication/8621471/file/8621474 |
| Rights: | Creative Commons Attribution 4.0 International Public License (CC-BY 4.0) ; info:eu-repo/semantics/openAccess |
| رقم الانضمام: | edsbas.48E3C7D2 |
| قاعدة البيانات: | BASE |
| ردمك: | 9781948087957 9781510887848 1948087952 1510887849 |
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| DOI: | 10.18653/v1/W19-3019 |