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Please use this identifier to cite or link to this item: https://doi.org/10.21256/zhaw-1527
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dc.contributor.authorDeriu, Jan Milan-
dc.contributor.authorCieliebak, Mark-
dc.date.accessioned2017-12-14T14:18:17Z-
dc.date.available2017-12-14T14:18:17Z-
dc.date.issued2016-
dc.identifier.urihttps://digitalcollection.zhaw.ch/handle/11475/1853-
dc.description.abstractIn 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.de_CH
dc.language.isoende_CH
dc.publisherItalian Journal of Computational Linguisticsde_CH
dc.rightsLicence according to publishing contractde_CH
dc.subjectSentiment Analysisde_CH
dc.subject.ddc006: Spezielle Computerverfahrende_CH
dc.subject.ddc410.285: Computerlinguistikde_CH
dc.titleSentiment analysis using convolutional neural networks with multi-task training and distant supervision on italian tweetsde_CH
dc.typeKonferenz: Paperde_CH
dcterms.typeTextde_CH
zhaw.departementSchool of Engineeringde_CH
zhaw.organisationalunitInstitut für Informatik (InIT)de_CH
dc.identifier.doi10.21256/zhaw-1527-
zhaw.conference.detailsFifth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian, Napoli, Italy, 5-7 December 2016de_CH
zhaw.funding.euNode_CH
zhaw.originated.zhawYesde_CH
zhaw.parentwork.editorBasili, Roberto-
zhaw.parentwork.editorMontemagni, Simonetta-
zhaw.publication.statuspublishedVersionde_CH
zhaw.publication.reviewPeer review (Publikation)de_CH
zhaw.title.proceedingsProceedings 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)de_CH
zhaw.webfeedDatalabde_CH
zhaw.webfeedSoftware Systemsde_CH
zhaw.webfeedNatural Language Processingde_CH
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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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