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Erschienen in: Artificial Intelligence Review 2/2021

06.07.2020

A survey of sentiment analysis in the Portuguese language

verfasst von: Denilson Alves Pereira

Erschienen in: Artificial Intelligence Review | Ausgabe 2/2021

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Abstract

Sentiment analysis is an area of study that aims to develop computational methods and tools to extract and classify the opinions and emotions expressed by people on social networks, blogs, forums, online shoppings, and others. A lot of research has been developed addressing opinions expressed in the English language. However, studies involving the Portuguese language still need to be advanced to make better use of the specificities of the language. This paper aims to survey the efforts made specifically to address sentiment analysis in the Portuguese language. It categorizes and describes state of the art works involving approaches to each of the tasks of sentiment analysis, as well as supporting language resources such as natural language processing tools, lexicons, corpora, ontologies, and datasets.

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Fußnoten
2
Portuguese is an official language in Angola, Brazil, Cape Verde, East Timor, Equatorial Guinea, Guinea-Bissau, Macau, Mozambique, Portugal, and São Tomé and Príncipe.
 
Literatur
Zurück zum Zitat Aires JP, Padilha C, Quevedo C, Meneguzzi F (2018) A deep learning approach to classify aspect-level sentiment using small datasets. In: Proceedings of the international joint conference on neural networks (IJCNN), Rio de Janeiro, Brazil, pp 1–8. https://doi.org/10.1109/IJCNN.2018.8489760 Aires JP, Padilha C, Quevedo C, Meneguzzi F (2018) A deep learning approach to classify aspect-level sentiment using small datasets. In: Proceedings of the international joint conference on neural networks (IJCNN), Rio de Janeiro, Brazil, pp 1–8. https://​doi.​org/​10.​1109/​IJCNN.​2018.​8489760
Zurück zum Zitat Anchiêta RT, de Sousa RF, Moura RS, Pardo TAS (2017) Improving opinion summarization by assessing sentence importance in on-line reviews. In: Proceedings of symposium in information and human language technology, SBC, Uberlândia, Brazil, pp 32–36 Anchiêta RT, de Sousa RF, Moura RS, Pardo TAS (2017) Improving opinion summarization by assessing sentence importance in on-line reviews. In: Proceedings of symposium in information and human language technology, SBC, Uberlândia, Brazil, pp 32–36
Zurück zum Zitat Araújo M, Reis J, Pereira A, Benevenuto F (2016) An evaluation of machine translation for multilingual sentence-level sentiment analysis. In: Proceedings of 31st ACM symposium on applied computing (SAC) Araújo M, Reis J, Pereira A, Benevenuto F (2016) An evaluation of machine translation for multilingual sentence-level sentiment analysis. In: Proceedings of 31st ACM symposium on applied computing (SAC)
Zurück zum Zitat Balahur A, Turchi M (2013) Improving sentiment analysis in twitter using multilingual machine translated data. In: Proceedings of recent advances in natural language processing, pp 49–55 Balahur A, Turchi M (2013) Improving sentiment analysis in twitter using multilingual machine translated data. In: Proceedings of recent advances in natural language processing, pp 49–55
Zurück zum Zitat Bick E (2000) The parsing system palavras. Automatic grammatical analysis of portuguese in a constraint grammar framework. Aarhus University Press, Ph.D. dissertation Bick E (2000) The parsing system palavras. Automatic grammatical analysis of portuguese in a constraint grammar framework. Aarhus University Press, Ph.D. dissertation
Zurück zum Zitat Branco A, Costa F, Ferreira E, Martins P, Nunes F, Silva J, Silveira S (2009) LX-Center: a center of online linguistic services. In: Proceedings of the 47th annual meeting of the association for computational linguistics (ACL) and the 4th international joint conference on natural language processing of the AFNLP—software demonstrations, association for computational linguistics, Suntec, Singapore, pp 5–8. https://www.aclweb.org/anthology/P09-4002 Branco A, Costa F, Ferreira E, Martins P, Nunes F, Silva J, Silveira S (2009) LX-Center: a center of online linguistic services. In: Proceedings of the 47th annual meeting of the association for computational linguistics (ACL) and the 4th international joint conference on natural language processing of the AFNLP—software demonstrations, association for computational linguistics, Suntec, Singapore, pp 5–8. https://​www.​aclweb.​org/​anthology/​P09-4002
Zurück zum Zitat Brum H, Araujo F, Kepler F (2016) Sentiment analysis for Brazilian Portuguese over a skewed class corpora. In: Proceedings of the 12th international conference on computational processing of the Portuguese language (PROPOR). Springer, Tomar, Portugal, pp 134–138 Brum H, Araujo F, Kepler F (2016) Sentiment analysis for Brazilian Portuguese over a skewed class corpora. In: Proceedings of the 12th international conference on computational processing of the Portuguese language (PROPOR). Springer, Tomar, Portugal, pp 134–138
Zurück zum Zitat Cambria E, Poria S, Hazarika D, Kwok K (2018) Senticnet 5: discovering conceptual primitives for sentiment analysis by means of context embeddings. In: Proceedings of the the thirty-second AAAI conference on artificial intelligence (AAAI). AAAI Press, New Orleans, USA, pp 1795–1802 Cambria E, Poria S, Hazarika D, Kwok K (2018) Senticnet 5: discovering conceptual primitives for sentiment analysis by means of context embeddings. In: Proceedings of the the thirty-second AAAI conference on artificial intelligence (AAAI). AAAI Press, New Orleans, USA, pp 1795–1802
Zurück zum Zitat Catharin LG, Feltrim VD (2018) Finding opinion targets in news comments and book reviews. In: Proceedings of the 13th international conference on computational processing of the Portuguese language (PROPOR). Springer, Canela, Brazil, pp 375–384 Catharin LG, Feltrim VD (2018) Finding opinion targets in news comments and book reviews. In: Proceedings of the 13th international conference on computational processing of the Portuguese language (PROPOR). Springer, Canela, Brazil, pp 375–384
Zurück zum Zitat Chaves MS, de Freitas LA, Vieira R (2012) Hontology: a multilingual ontology for the accommodation sector in the tourism industry. In: Proceedings of the international conference on knowledge engineering and ontology development (KEOD), SciTePress, pp 149–154 Chaves MS, de Freitas LA, Vieira R (2012) Hontology: a multilingual ontology for the accommodation sector in the tourism industry. In: Proceedings of the international conference on knowledge engineering and ontology development (KEOD), SciTePress, pp 149–154
Zurück zum Zitat Chen Z, Shen S, Hu Z, Lu X, Mei Q, Liu X (2019) Emoji-powered representation learning for cross-lingual sentiment classification. In: The world wide web conference, association for computing machinery, New York, NY, USA, pp 251–262. https://doi.org/10.1145/3308558.3313600 Chen Z, Shen S, Hu Z, Lu X, Mei Q, Liu X (2019) Emoji-powered representation learning for cross-lingual sentiment classification. In: The world wide web conference, association for computing machinery, New York, NY, USA, pp 251–262. https://​doi.​org/​10.​1145/​3308558.​3313600
Zurück zum Zitat Cirqueira D, Pinheiro MF, Jacob A, Lobato F, Ádamo Santana (2018) A literature review in preprocessing for sentiment analysis for Brazilian Portuguese social media. In: Proceedings of IEEE/WIC/ACM international conference on web intelligence (WI), pp 746–749. https://doi.org/10.1109/WI.2018.00008 Cirqueira D, Pinheiro MF, Jacob A, Lobato F, Ádamo Santana (2018) A literature review in preprocessing for sentiment analysis for Brazilian Portuguese social media. In: Proceedings of IEEE/WIC/ACM international conference on web intelligence (WI), pp 746–749. https://​doi.​org/​10.​1109/​WI.​2018.​00008
Zurück zum Zitat Cunha AAL, Costa MC, Pacheco MAC (2019) Sentiment analysis of youtube video comments using deep neural networks. In: International conference on artificial intelligence and soft computing (ICAISC). Springer, Cham, pp 561–570 Cunha AAL, Costa MC, Pacheco MAC (2019) Sentiment analysis of youtube video comments using deep neural networks. In: International conference on artificial intelligence and soft computing (ICAISC). Springer, Cham, pp 561–570
Zurück zum Zitat da Silva RP, Santos FAO, do Nascimento FB, Macedo HT (2018) Cross-language approach for sentiment classification in Brazilian Portuguese with convnets. In: Latifi S (ed) Information technology—new generations. Springer, Cham, pp 311–316CrossRef da Silva RP, Santos FAO, do Nascimento FB, Macedo HT (2018) Cross-language approach for sentiment classification in Brazilian Portuguese with convnets. In: Latifi S (ed) Information technology—new generations. Springer, Cham, pp 311–316CrossRef
Zurück zum Zitat de Alencar LF (2010) Aelius: uma ferramenta para anotao automtica de corpora usando o nltk. In: IX Encontro de Lingustica de Corpus. Porto Alegre, Brasil, pp 1–8 de Alencar LF (2010) Aelius: uma ferramenta para anotao automtica de corpora usando o nltk. In: IX Encontro de Lingustica de Corpus. Porto Alegre, Brasil, pp 1–8
Zurück zum Zitat de Souza JGR, de Paiva Oliveira A, de Andrade GC, Moreira A (2018) A deep learning approach for sentiment analysis applied to hotel’s reviews. In: Proceedings of the international conference on applications of natural language to information systems. Springer, pp 48–56 de Souza JGR, de Paiva Oliveira A, de Andrade GC, Moreira A (2018) A deep learning approach for sentiment analysis applied to hotel’s reviews. In: Proceedings of the international conference on applications of natural language to information systems. Springer, pp 48–56
Zurück zum Zitat dos Santos HDP, Woloszyn V, Vieira R (2018) BlogSet-BR: a Brazilian Portuguese blog corpus. In: Proceedings of the eleventh international conference on language resources and evaluation (LREC), Miyazaki, Japan, pp 661–664 dos Santos HDP, Woloszyn V, Vieira R (2018) BlogSet-BR: a Brazilian Portuguese blog corpus. In: Proceedings of the eleventh international conference on language resources and evaluation (LREC), Miyazaki, Japan, pp 661–664
Zurück zum Zitat Farias DS, Matsuno IP, Marcacini RM, Rezende SO (2016) Opinion-meter: a framework for aspect-based sentiment analysis. In: Proceedings of the 22nd Brazilian symposium on multimedia and the web (Webmedia). ACM, Teresina, Brazil, pp 351–354. https://doi.org/10.1145/2976796.2988214 Farias DS, Matsuno IP, Marcacini RM, Rezende SO (2016) Opinion-meter: a framework for aspect-based sentiment analysis. In: Proceedings of the 22nd Brazilian symposium on multimedia and the web (Webmedia). ACM, Teresina, Brazil, pp 351–354. https://​doi.​org/​10.​1145/​2976796.​2988214
Zurück zum Zitat Filho PPB, Pardo TAS, Aluísio SM (2013) An evaluation of the Brazilian Portuguese LIWC dictionary for sentiment analysis. In: Proceedings of the 9th Brazilian symposium in information and human language technology, Fortaleza, Brazil, pp 215–219 Filho PPB, Pardo TAS, Aluísio SM (2013) An evaluation of the Brazilian Portuguese LIWC dictionary for sentiment analysis. In: Proceedings of the 9th Brazilian symposium in information and human language technology, Fortaleza, Brazil, pp 215–219
Zurück zum Zitat Freitas C (2013) Sobre a construção de um léxico da afetividade para o processamento computacional do português. Revista Brasileira de Linguística Aplicada 13:1031–1059CrossRef Freitas C (2013) Sobre a construção de um léxico da afetividade para o processamento computacional do português. Revista Brasileira de Linguística Aplicada 13:1031–1059CrossRef
Zurück zum Zitat Freitas LA, Vieira R (2013) Ontology based feature level opinion mining for Portuguese reviews. In: Proceedings of the 22nd international conference on world wide web. ACM, Rio de Janeiro, Brazil, WWW ’13 Companion, pp 367–370. https://doi.org/10.1145/2487788.2487944 Freitas LA, Vieira R (2013) Ontology based feature level opinion mining for Portuguese reviews. In: Proceedings of the 22nd international conference on world wide web. ACM, Rio de Janeiro, Brazil, WWW ’13 Companion, pp 367–370. https://​doi.​org/​10.​1145/​2487788.​2487944
Zurück zum Zitat Freitas C, Motta E, Milidiú R, César J (2014) Sparkling vampire... lol! annotating opinions in a book review corpus. In: Aluísio Sandra, Tagnin Stella E O (eds) New language technologies and linguistic research: a two-way Road. Cambridge Scholars Publishing, Cambridge, pp 128–146 Freitas C, Motta E, Milidiú R, César J (2014) Sparkling vampire... lol! annotating opinions in a book review corpus. In: Aluísio Sandra, Tagnin Stella E O (eds) New language technologies and linguistic research: a two-way Road. Cambridge Scholars Publishing, Cambridge, pp 128–146
Zurück zum Zitat Gamallo P, Garcia M (2013) Freeling e treetagger: um estudo comparativo no âmbito do português. Technical report, Universidade de Santiago de Compostela, Portugal Gamallo P, Garcia M (2013) Freeling e treetagger: um estudo comparativo no âmbito do português. Technical report, Universidade de Santiago de Compostela, Portugal
Zurück zum Zitat Garcia M, Gamallo P, Gayo I, Cruz M (2014) Pos-tagging the web in portuguese. National varieties, text typologies and spelling systems. Procesamiento del Lenguaje Natural 53:95–101 Garcia M, Gamallo P, Gayo I, Cruz M (2014) Pos-tagging the web in portuguese. National varieties, text typologies and spelling systems. Procesamiento del Lenguaje Natural 53:95–101
Zurück zum Zitat Hardeniya N, Perkins J, Chopra D, Joshi N, Mathur I (2016) Natural language processing: python and NLTK. Packt Publishing Ltd, Birmingham Hardeniya N, Perkins J, Chopra D, Joshi N, Mathur I (2016) Natural language processing: python and NLTK. Packt Publishing Ltd, Birmingham
Zurück zum Zitat Harris M, Vincent N (2003) The romance languages. Routledge, AbingdonCrossRef Harris M, Vincent N (2003) The romance languages. Routledge, AbingdonCrossRef
Zurück zum Zitat Hartmann NS, Avanço LV, Balage PP, Duran MS, Nunes MdGV, Pardo TAS, Aluisio SM (2014) A large corpus of product reviews in portuguese: tackling out-of-vocabulary words. In: Proceedings of the international conference on language resources and evaluation (LREC), ELRA, pp 3865–3871 Hartmann NS, Avanço LV, Balage PP, Duran MS, Nunes MdGV, Pardo TAS, Aluisio SM (2014) A large corpus of product reviews in portuguese: tackling out-of-vocabulary words. In: Proceedings of the international conference on language resources and evaluation (LREC), ELRA, pp 3865–3871
Zurück zum Zitat Hartmann NS, Fonseca ER, Shulby CD, Treviso MV, Rodrigues JS, Aluísio SM (2017) Portuguese word embeddings: evaluating on word analogies and natural language tasks. In: Proceedings of symposium in information and human language technology, SBC, Uberlândia, Brazil, pp 122–131 Hartmann NS, Fonseca ER, Shulby CD, Treviso MV, Rodrigues JS, Aluísio SM (2017) Portuguese word embeddings: evaluating on word analogies and natural language tasks. In: Proceedings of symposium in information and human language technology, SBC, Uberlândia, Brazil, pp 122–131
Zurück zum Zitat Kinoshita J, Salvador LN, Menezes CED, Silva W (2007) CoGrOO—an openoffice grammar checker. In: Proceedings of the seventh international conference on intelligent systems design and applications (ISDA). IEEE, Rio de Janeiro, Brazil, pp 525–530. https://doi.org/10.1109/ISDA.2007.145 Kinoshita J, Salvador LN, Menezes CED, Silva W (2007) CoGrOO—an openoffice grammar checker. In: Proceedings of the seventh international conference on intelligent systems design and applications (ISDA). IEEE, Rio de Janeiro, Brazil, pp 525–530. https://​doi.​org/​10.​1109/​ISDA.​2007.​145
Zurück zum Zitat Machado MT, Pardo TAS, Ruiz EES (2017a) Analysis of unsupervised aspect term identification methods for Portuguese reviews. In: Anais do XIV Encontro Nacional de Inteligncia Artificial e Computacional (ENIAC), SBC, pp 239–249 Machado MT, Pardo TAS, Ruiz EES (2017a) Analysis of unsupervised aspect term identification methods for Portuguese reviews. In: Anais do XIV Encontro Nacional de Inteligncia Artificial e Computacional (ENIAC), SBC, pp 239–249
Zurück zum Zitat Machado MT, Temporal JCAN, Pardo TAS, Ruiz EES (2017b) Mineração de tópicos e aspectos em microblogs sobre dengue, chikungunya, zika e microcefalia. In: Anais do Congresso da Sociedade Brasileira de Computação (CSBC), Sociedade Brasileira de Computação Machado MT, Temporal JCAN, Pardo TAS, Ruiz EES (2017b) Mineração de tópicos e aspectos em microblogs sobre dengue, chikungunya, zika e microcefalia. In: Anais do Congresso da Sociedade Brasileira de Computação (CSBC), Sociedade Brasileira de Computação
Zurück zum Zitat Machado M, A S Pardo T, Ruiz E (2018) Creating a Portuguese context sensitive lexicon for sentiment analysis. In: Proceedings of the 13th international conference on computational processing of the Portuguese language (PROPOR), Canela, Brazil, pp 335–344. https://doi.org/10.1007/978-3-319-99722-3_34 Machado M, A S Pardo T, Ruiz E (2018) Creating a Portuguese context sensitive lexicon for sentiment analysis. In: Proceedings of the 13th international conference on computational processing of the Portuguese language (PROPOR), Canela, Brazil, pp 335–344. https://​doi.​org/​10.​1007/​978-3-319-99722-3_​34
Zurück zum Zitat Martins RF, Pereira A, Benevenuto F (2015) An approach to sentiment analysis of web applications in Portuguese. In: Proceedings of the 21st Brazilian symposium on multimedia and the web (WebMedia). ACM, Manaus, Brazil, pp 105–112. https://doi.org/10.1145/2820426.2820446 Martins RF, Pereira A, Benevenuto F (2015) An approach to sentiment analysis of web applications in Portuguese. In: Proceedings of the 21st Brazilian symposium on multimedia and the web (WebMedia). ACM, Manaus, Brazil, pp 105–112. https://​doi.​org/​10.​1145/​2820426.​2820446
Zurück zum Zitat Medhat W, Hassan A, Korashy H (2014) Sentiment analysis algorithms and applications: a survey. Ain Shams Eng J 5(4):1093–1113CrossRef Medhat W, Hassan A, Korashy H (2014) Sentiment analysis algorithms and applications: a survey. Ain Shams Eng J 5(4):1093–1113CrossRef
Zurück zum Zitat Moussallem D, Sherif MA, Esteves D, Zampieri M, Ngonga Ngomo AC (2018) LIdioms: a multilingual linked idioms data set. In: Proceedings of the eleventh international conference on language resources and evaluation (LREC). European Language Resources Association (ELRA), Miyazaki, Japan. https://www.aclweb.org/anthology/L18-1392 Moussallem D, Sherif MA, Esteves D, Zampieri M, Ngonga Ngomo AC (2018) LIdioms: a multilingual linked idioms data set. In: Proceedings of the eleventh international conference on language resources and evaluation (LREC). European Language Resources Association (ELRA), Miyazaki, Japan. https://​www.​aclweb.​org/​anthology/​L18-1392
Zurück zum Zitat Pardo TAS, Gasperin C, de Medeiros Caseli H, das Graas Volpe Nunes M (2010) Computational linguistics in Brazil: an overview. In: Proceedings of the NAACL HLT 2010 young investigators workshop on computational approaches to languages of the Americas, Los Angeles, USA, pp 1–7 Pardo TAS, Gasperin C, de Medeiros Caseli H, das Graas Volpe Nunes M (2010) Computational linguistics in Brazil: an overview. In: Proceedings of the NAACL HLT 2010 young investigators workshop on computational approaches to languages of the Americas, Los Angeles, USA, pp 1–7
Zurück zum Zitat Pennebaker JW, Francis ME, Booth RJ (2001) Linguistic inquiry and word count, 2nd edn. Psychology Press, London Pennebaker JW, Francis ME, Booth RJ (2001) Linguistic inquiry and word count, 2nd edn. Psychology Press, London
Zurück zum Zitat Petter M (2008) O léxico compartilhado pelo português angolano, brasileiro e moçambicano. Veredas: Revista da Associação Internacional de Lusitanistas 9:61–81 Petter M (2008) O léxico compartilhado pelo português angolano, brasileiro e moçambicano. Veredas: Revista da Associação Internacional de Lusitanistas 9:61–81
Zurück zum Zitat Rajadesingan A, Zafarani R, Liu H (2015) Sarcasm detection on twitter: a behavioral modeling approach. In: Proceedings of the eighth ACM international conference on web search and data mining. ACM, New York, NY, USA, WSDM ’15, pp 97–106. https://doi.org/10.1145/2684822.2685316 Rajadesingan A, Zafarani R, Liu H (2015) Sarcasm detection on twitter: a behavioral modeling approach. In: Proceedings of the eighth ACM international conference on web search and data mining. ACM, New York, NY, USA, WSDM ’15, pp 97–106. https://​doi.​org/​10.​1145/​2684822.​2685316
Zurück zum Zitat Sabour S, Frosst N, Hinton GE (2017) Dynamic routing between capsules. In: Proceedings of the 31st international conference on neural information processing systems. Curran Associates Inc., Red Hook, NY, USA, pp 3859–3869 Sabour S, Frosst N, Hinton GE (2017) Dynamic routing between capsules. In: Proceedings of the 31st international conference on neural information processing systems. Curran Associates Inc., Red Hook, NY, USA, pp 3859–3869
Zurück zum Zitat Schmid H (1994) Probabilistic part-of-speech tagging using decision trees. In: Proceedings of international conference on new methods in language processing, Manchester, UK Schmid H (1994) Probabilistic part-of-speech tagging using decision trees. In: Proceedings of international conference on new methods in language processing, Manchester, UK
Zurück zum Zitat Silva MJ, Carvalho P, Sarmento L (2012) Building a sentiment lexicon for social judgement mining. In: Caseli H, Villavicencio A, Teixeira A, Perdigão F (eds) Proceedings of the international conference on processing of the Portuguese language (PROPOR). Springer, Berlin, pp 218–228 Silva MJ, Carvalho P, Sarmento L (2012) Building a sentiment lexicon for social judgement mining. In: Caseli H, Villavicencio A, Teixeira A, Perdigão F (eds) Proceedings of the international conference on processing of the Portuguese language (PROPOR). Springer, Berlin, pp 218–228
Zurück zum Zitat Souza M, Vieira R (2012) Sentiment analysis on twitter data for Portuguese language. In: Caseli H, Villavicencio A, Teixeira A, Perdigão F (eds) Proceedings of the 10th international conference on computational processing of the Portuguese language (PROPOR). Springer, Berlin, Coimbra, Portugal, pp 241–247 Souza M, Vieira R (2012) Sentiment analysis on twitter data for Portuguese language. In: Caseli H, Villavicencio A, Teixeira A, Perdigão F (eds) Proceedings of the 10th international conference on computational processing of the Portuguese language (PROPOR). Springer, Berlin, Coimbra, Portugal, pp 241–247
Zurück zum Zitat Souza M, Vieira R, Busetti D, de Oliveira Chishman RL, da Rosa Alves IM (2011) Construction of a Portuguese opinion lexicon from multiple resources. In: Proceedings of the 8th Brazilian symposium in information and human language technology, Cuiabá, Brazil, pp 59–66 Souza M, Vieira R, Busetti D, de Oliveira Chishman RL, da Rosa Alves IM (2011) Construction of a Portuguese opinion lexicon from multiple resources. In: Proceedings of the 8th Brazilian symposium in information and human language technology, Cuiabá, Brazil, pp 59–66
Zurück zum Zitat Souza E, Alves T, Teles I, Oliveira ALI, Gusmão C (2016a) TOPIE: an open-source opinion mining pipeline to analyze consumers’ sentiment in Brazilian Portuguese. In: Proceedings of the 12th international conference on computational processing of the portuguese language (PROPOR). Springer, Tomar, Portugal, pp 95–105 Souza E, Alves T, Teles I, Oliveira ALI, Gusmão C (2016a) TOPIE: an open-source opinion mining pipeline to analyze consumers’ sentiment in Brazilian Portuguese. In: Proceedings of the 12th international conference on computational processing of the portuguese language (PROPOR). Springer, Tomar, Portugal, pp 95–105
Zurück zum Zitat Souza E, Vitório D, Castro D, Oliveira ALI, Gusmão C (2016b) Characterizing opinion mining: a systematic mapping study of the portuguese language. In: Silva J, Ribeiro R, Quaresma P, Adami A, Branco A (eds) Proceedings of the 12th international conference on computational processing of the Portuguese language (PROPOR). Springer, Tomar, Portugal, pp 122–127 Souza E, Vitório D, Castro D, Oliveira ALI, Gusmão C (2016b) Characterizing opinion mining: a systematic mapping study of the portuguese language. In: Silva J, Ribeiro R, Quaresma P, Adami A, Branco A (eds) Proceedings of the 12th international conference on computational processing of the Portuguese language (PROPOR). Springer, Tomar, Portugal, pp 122–127
Zurück zum Zitat Stranisci M, Bosco C, Farias H, Irazu D, Patti V (2016) Annotating sentiment and irony in the online Italian political debate on #labuonascuola. In: Proceedings of the tenth international conference on language resources and evaluation (LREC), elra, pp 2892–2899 Stranisci M, Bosco C, Farias H, Irazu D, Patti V (2016) Annotating sentiment and irony in the online Italian political debate on #labuonascuola. In: Proceedings of the tenth international conference on language resources and evaluation (LREC), elra, pp 2892–2899
Zurück zum Zitat Tumitan D, Becker K (2013) Tracking sentiment evolution on user-generated content: a case study on the Brazilian political scene. In: Proceedings of the Brazilian symposium on databases (SBBD), Recife, PE, pp 139–144 Tumitan D, Becker K (2013) Tracking sentiment evolution on user-generated content: a case study on the Brazilian political scene. In: Proceedings of the Brazilian symposium on databases (SBBD), Recife, PE, pp 139–144
Zurück zum Zitat Vargas FA, Pardo TAS (2018b) Hierarchical clustering of aspects for opinion mining: a corpus study. Instituto de Letras/UFRGS, Porto Alegre, pp 69–91 Vargas FA, Pardo TAS (2018b) Hierarchical clustering of aspects for opinion mining: a corpus study. Instituto de Letras/UFRGS, Porto Alegre, pp 69–91
Zurück zum Zitat Vitório D, Souza EPR, Pereira I, Oliveira A (2017) Investigating opinion mining through language varieties: a case study of Brazilian and European Portuguese tweets. In: Proceedings of the 11th Brazilian symposium in information and human language technology (STIL), pp 43–52 Vitório D, Souza EPR, Pereira I, Oliveira A (2017) Investigating opinion mining through language varieties: a case study of Brazilian and European Portuguese tweets. In: Proceedings of the 11th Brazilian symposium in information and human language technology (STIL), pp 43–52
Zurück zum Zitat Wehrmann J, Becker W, Cagnini HEL, Barros RC (2017) A character-based convolutional neural network for language-agnostic twitter sentiment analysis. In: Proceedings of the international joint conference on neural networks (IJCNN), Anchorage, USA, pp 2384–2391. https://doi.org/10.1109/IJCNN.2017.7966145 Wehrmann J, Becker W, Cagnini HEL, Barros RC (2017) A character-based convolutional neural network for language-agnostic twitter sentiment analysis. In: Proceedings of the international joint conference on neural networks (IJCNN), Anchorage, USA, pp 2384–2391. https://​doi.​org/​10.​1109/​IJCNN.​2017.​7966145
Zurück zum Zitat Zhang L, Liu B (2014) Aspect and entity extraction for opinion mining. Springer, book Chapter, volume 1 of the series studies in big data Zhang L, Liu B (2014) Aspect and entity extraction for opinion mining. Springer, book Chapter, volume 1 of the series studies in big data
Zurück zum Zitat Zhang S, Zhang X, Chan J (2017) A word-character convolutional neural network for language-agnostic twitter sentiment analysis. In: Proceedings of the 22nd Australasian document computing symposium, association for computing machinery, New York, NY, USA. https://doi.org/10.1145/3166072.3166082 Zhang S, Zhang X, Chan J (2017) A word-character convolutional neural network for language-agnostic twitter sentiment analysis. In: Proceedings of the 22nd Australasian document computing symposium, association for computing machinery, New York, NY, USA. https://​doi.​org/​10.​1145/​3166072.​3166082
Metadaten
Titel
A survey of sentiment analysis in the Portuguese language
verfasst von
Denilson Alves Pereira
Publikationsdatum
06.07.2020
Verlag
Springer Netherlands
Erschienen in
Artificial Intelligence Review / Ausgabe 2/2021
Print ISSN: 0269-2821
Elektronische ISSN: 1573-7462
DOI
https://doi.org/10.1007/s10462-020-09870-1

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