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https://doi.org/10.21256/zhaw-1527| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Peer review (Publikation) |
| Titel: | Sentiment analysis using convolutional neural networks with multi-task training and distant supervision on italian tweets |
| Autor/-in: | Deriu, Jan Milan Cieliebak, Mark |
| DOI: | 10.21256/zhaw-1527 |
| Tagungsband: | Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016) |
| Herausgeber/-in des übergeordneten Werkes: | Basili, Roberto Montemagni, Simonetta |
| Angaben zur Konferenz: | Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian, Napoli, Italy, 5-7 December 2016 |
| Erscheinungsdatum: | 2016 |
| Verlag / Hrsg. Institution: | Italian Journal of Computational Linguistics |
| Sprache: | Englisch |
| Schlagwörter: | Sentiment Analysis |
| Fachgebiet (DDC): | 006: Spezielle Computerverfahren 410.285: Computerlinguistik |
| Zusammenfassung: | In this paper, we propose a classifier for predicting sentiments of Italian Twitter messages. This work builds upon a deep learning approach where we leverage large amounts of weakly labelled data to train a 2-layer convolutional neural network. To train our network we apply a form of multi-task training. Our system participated in the EvalItalia-2016 competition and outperformed all other approaches on the sentiment analysis task. |
| URI: | https://digitalcollection.zhaw.ch/handle/11475/1853 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Informatik (InIT) |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
Dateien zu dieser Ressource:
| Datei | Beschreibung | Größe | Format | |
|---|---|---|---|---|
| paper_032.pdf | 506.89 kB | Adobe PDF |  Öffnen/Anzeigen |
Zur Langanzeige
Deriu, J. M., & Cieliebak, M. (2016). Sentiment analysis using convolutional neural networks with multi-task training and distant supervision on italian tweets [Conference paper]. In R. Basili & S. Montemagni (Eds.), Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016). Italian Journal of Computational Linguistics. https://doi.org/10.21256/zhaw-1527
Deriu, J.M. and Cieliebak, M. (2016) ‘Sentiment analysis using convolutional neural networks with multi-task training and distant supervision on italian tweets’, in R. Basili and S. Montemagni (eds) Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016). Italian Journal of Computational Linguistics. Available at: https://doi.org/10.21256/zhaw-1527.
J. M. Deriu and M. Cieliebak, “Sentiment analysis using convolutional neural networks with multi-task training and distant supervision on italian tweets,” in Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), 2016. doi: 10.21256/zhaw-1527.
DERIU, Jan Milan und Mark CIELIEBAK, 2016. Sentiment analysis using convolutional neural networks with multi-task training and distant supervision on italian tweets. In: Roberto BASILI und Simonetta MONTEMAGNI (Hrsg.), Proceedings of Third Italian Conference on Computational Linguistics (CLiC-it 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016). Conference paper. Italian Journal of Computational Linguistics. 2016
Deriu, Jan Milan, and Mark Cieliebak. 2016. “Sentiment Analysis Using Convolutional Neural Networks with Multi-Task Training and Distant Supervision on Italian Tweets.” Conference paper. In Proceedings of Third Italian Conference on Computational Linguistics (CLiC-It 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), edited by Roberto Basili and Simonetta Montemagni. Italian Journal of Computational Linguistics. https://doi.org/10.21256/zhaw-1527.
Deriu, Jan Milan, and Mark Cieliebak. “Sentiment Analysis Using Convolutional Neural Networks with Multi-Task Training and Distant Supervision on Italian Tweets.” Proceedings of Third Italian Conference on Computational Linguistics (CLiC-It 2016) & Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2016), edited by Roberto Basili and Simonetta Montemagni, Italian Journal of Computational Linguistics, 2016, https://doi.org/10.21256/zhaw-1527.
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