Tratamiento de la Negación en el Análisis de Opiniones en Español
- Salud M. Jiménez Zafra
- Eugenio Martínez Cámara
- M. Teresa Martín Valdivia
- M. Dolores Molina González
ISSN: 1135-5948
Ano de publicación: 2015
Número: 54
Páxinas: 37-44
Tipo: Artigo
Outras publicacións en: Procesamiento del lenguaje natural
Resumo
Sentiment Analysis is a task that still has several opened challenges. One of those challenges is the treatment of the negation, because a negative opinion can be built using negated positive words. Negation is a particular feature of each language, thus it must be considered differently per each language. In this article is shown a linguistic approach for the negation scope identification with the aim of integrating it in a polarity classification system in the domain of movie reviews.
Referencias bibliográficas
- Brooke, Julian, Milan Tofiloski, y Maite Taboada. 2009. Cross-linguistic sentiment analysis: From english to spanish. En International Conference RANLP, 50-54.
- Cruz, Fermín L, Jose A Troyano, Fernando Enriquez, y Javier Ortega. 2008. Clasificación de documentos basada en la opinión: experimentos con un corpus de críticas de cine en español. Procesamiento de Lenguaje Natural, 41.
- Cruz Díaz, Noa Patricia. 2014. Detección de la Negación y la Especulación en Textos Médicos y de Opinión. Ph.D. tesis, Universidad de Huelva.
- Das, Sanjiv y Mike Chen. 2001. Yahoo! for amazon: Extracting market sentiment from stock message boards. En Proc. of the Asia Pacific finance association annual conference (APFA), volumen 35, página 43. Bangkok, Thailand.
- Gonzalez-Agirre, Aitor, Egoitz Laparra, y German Rigau. 2012. Multilingual central repository version 3.0. En LREC, 2525-2529.
- Jia, Lifeng, Clement Yu, yWeiyi Meng. 2009. The effect of negation on sentiment analysis and retrieval effectiveness. En Proc. of the 18th ACM conference on Information and knowledge management, 1827-1830.
- Konstantinova, Natalia, Sheila CM de Sousa, Noa P Cruz Díaz, Manuel J Maña López, Maite Taboada, y Ruslan Mitkov. 2012. A review corpus annotated for negation, speculation and their scope. En LREC, 3190-3195.
- Liu, Bing. 2012. Sentiment analysis and opinion mining. Synthesis Lectures on Human Language Technologies, 5(1):1-167.
- Martín-Valdivia, María-Teresa, Eugenio Martínez-Cámara, Jose-M Perea-Ortega, y L Alfonso Ureña-López. 2013. Sentiment polarity detection in spanish reviews combining supervised and unsupervised approaches. Expert Systems with Applications, 40(10):3934-3942.
- Molina-González, M Dolores, Eugenio Martínez-Cámara, María-Teresa Martín-Valdivia, y José M Perea-Ortega. 2013. Semantic orientation for polarity classification in spanish reviews. Expert Systems with Applications, 40(18):7250-7257.
- Padró, Lluís. 2012. Analizadores multilingües en freeling. Linguamática, 3(2):13-20.
- Pang, Bo, Lillian Lee, y Shivakumar Vaithyanathan. 2002. Thumbs up?: sentiment classification using machine learning techniques. En Proc. of the ACL-02 conference on Empirical methods in natural language processing-Volume 10, páginas 79-86. ACL.
- Polanyi, L y A Zaenen. 2004. Context valence shifters. En Proc. of the AAAI Spring Symposium on Exploring Attitude and Affect in Text.
- Rushdi-Saleh, Mohammed, M Teresa Martín-Valdivia, L Alfonso Ureña-López, y José M Perea-Ortega. 2011. Oca: Opinion corpus for arabic. Journal of the American Society for Information Science and Technology, 62(10):2045-2054.
- Taboada, Maite, Julian Brooke, Milan Tofiloski, Kimberly Voll, y Manfred Stede. 2011. Lexicon-based methods for sentiment analysis. Computational linguistics, 37(2):267-307.
- Taboada, Maite, Kimberly Voll, y Julian Brooke. 2008. Extracting sentiment as a function of discourse structure and topicality. Simon Fraser Univeristy School of Computing Science Technical Report.
- Vilares Calvo, David, Miguel Ángel Alonso Pardo, y Carlos Gómez Rodríguez. 2013. Clasificación de polaridad en textos con opiniones en español mediante análisis sintáctico de dependencias. Procesamiento de Lenguaje Natural, 50:13-20.
- Wiegand, Michael, Alexandra Balahur, Benjamin Roth, Dietrich Klakow, y Andrés Montoyo. 2010. A survey on the role of negation in sentiment analysis. En Proc. of the workshop on negation and speculation in natural language processing, páginas 60-68. ACL.
- Wilson, Theresa, Janyce Wiebe, y Paul Hoffmann. 2005. Recognizing contextual polarity in phrase-level sentiment analysis. En Proc. of the conference on human language technology and empirical methods in natural language processing, páginas 347-354. ACL.
- Zhang, Changli, Daniel Zeng, Jiexun Li, Fei-Yue Wang, y Wanli Zuo. 2009. Sentiment analysis of chinese documents: From sentence to document level. Journal of the American Society for Information Science and Technology, 60(12):2474-2487.