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https://doi.org/10.21256/zhaw-1527| Publication type: | Conference paper |
| Type of review: | Peer review (publication) |
| Title: | Sentiment analysis using convolutional neural networks with multi-task training and distant supervision on italian tweets |
| Authors: | Deriu, Jan Milan Cieliebak, Mark |
| DOI: | 10.21256/zhaw-1527 |
| Proceedings: | 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) |
| Editors of the parent work: | Basili, Roberto Montemagni, Simonetta |
| Conference details: | Fifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian, Napoli, Italy, 5-7 December 2016 |
| Issue Date: | 2016 |
| Publisher / Ed. Institution: | Italian Journal of Computational Linguistics |
| Language: | English |
| Subjects: | Sentiment Analysis |
| Subject (DDC): | 006: Special computer methods 410.285: Computational linguistics |
| Abstract: | 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 |
| Fulltext version: | Published version |
| License (according to publishing contract): | Licence according to publishing contract |
| Departement: | School of Engineering |
| Organisational Unit: | Institute of Computer Science (InIT) |
| Appears in collections: | Publikationen School of Engineering |
Files in This Item:
| File | Description | Size | Format | |
|---|---|---|---|---|
| paper_032.pdf | 506.89 kB | Adobe PDF |  View/Open |
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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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