Análisis de Sentimientos y Minería de Opiniones: el corpus EmotiBlog

• Autores: Javier Fernández Martínez, Ester Boldrini, José M. Gómez Soriano, Patricio Martínez Barco
• Localización: Procesamiento del lenguaje natural, ISSN 1135-5948, Nº. 47, 2011, págs. 179-187
• Idioma: español
• Enlaces
  • Texto completo
• Dialnet Métricas: 1 Cita
• Resumen
  • español

    EmotiBlog es una colección de entradas de blogs creado y anotado para detectar expresiones subjetivas en los nuevos géneros textuales nacidos con la Web 2.0. Investigaciones previas han demostrado la relevancia de los sistemas de aprendizaje automático como recurso para la detección de información de opinión. En este artículo exploramos características adicionales para un análisis profundo de estas técnicas. Además, comparamos EmotiBlog con la colección JRC. Los resultados obtenidos demuestran la validez de EmotiBlog y nos animan a seguir en esta línea de investigación.

  • English

    EmotiBlog is a collection of blog posts created and annotated for detecting subjective expressions in the new textual genres born with the Web 2.0. Previous work has demonstrated the relevance of the Machine learning systems as tool for detecting opinionated information. In this paper we explore additional features for a deep analysis of these techniques. Moreover, we compare EmotiBlog with the JRC collection. The obtained results demonstrate the usefulness of EmotiBlog and support us to continue in this research path.

• Referencias bibliográficas
  • Agirre, E., Lopez de Lacalle, O., Fellbaum, C., Hsieh, S., Tesconi, M., Monachini, M., Vossen, P., Segers, R. 2010. SemEval-2010 Task 17:...
  • Abulaish, M., Jahiruddin, M., Doja, N. and Ahmad, T. 2009. Feature and Opinion Mining for Customer Review Summarization. PReMI 2009, LNCS...
  • Balahur A., and Montoyo A. 2008. Applying a Culture Dependent Emotion Triggers Database for Text Valence and Emotion Classification. In Proceedings...
  • Balahur A., Lloret E., Boldrini E., Montoyo A., Palomar M., Martínez-Barco P. 2009a. Summarizing Threads in Blogs Using Opinion Polarity....
  • Balahur, A., Boldrini, E., Montoyo, A., Martínez-Barco, P. 2009c. Opinion and Generic Question Answering systems: a performance analysis....
  • Balahur, A., Boldrini, E., Montoyo, A., Martínez-Barco, P. 2010b. Opinion Question Answering: Towards a Unified Approach. In Proceedings of...
  • Balahur, A., Boldrini, E., Montoyo, A., Martínez-Barco 2009b. P. Cross-topic Opinion Mining for Realtime Human-Computer Interaction. ICEIS...
  • Balahur Alexandra, Ralf Steinberger, Mijail Kabadjov, Vanni Zavarella, Erik van der Goot, Matina Halkia, Bruno Pouliquen & Jenya Belyaeva...
  • Balahur, A., Boldrini, E., Montoyo, A., Martínez-Barco, P. 2010a. A Unified Proposal for Factoid and Opinionated Question Answering. In Proceedings...
  • Boldrini, E., Balahur, A., Martínez-Barco, P., Montoyo, A. 2010. EmotiBlog: a finergrained and more precise learning of subjectivity expression...
  • Boldrini, E., Balahur, A., Martínez-Barco, P.,Montoyo, A. 2009a: EmotiBlog: an Annotation Scheme for Emotion Detection and Analysis in Non-traditional...
  • Boldrini E., Fernández J., Gómez J.M., Martínez-Barco P. 2009b. Machine Learning Techniques for Automatic Opinion Detection in Non-Traditional...
  • Cerini S., Compagnoni V., Demontis A., Formentelli M., and Gandini G. 2007. Language resources and linguistic theory: Typology, second language...
  • Chaovalit P, Zhou L. 2005. Movie Review Mining: a Comparison between Supervised and Unsupervised Classification Approaches. In Proceedings...
  • Cui H., Mittal V., Datar M. 2006. Comparative Experiments on Sentiment Classification for Online Product Reviews. In Proceedings of the 21st...
  • Dave K., Lawrence S., Pennock, D. 2003. “Mining the Peanut Gallery: Opinion Extraction and Semantic Classification of Product Reviews”. In...
  • Esuli A., Sebastiani F. 2006. SentiWordNet: A Publicly Available Resource for Opinion Mining. In Proceedings of the 6th International Conference...
  • Gamon M., Aue S., Corston-Oliver S., Ringger E. 2005. Mining Customer Opinions from Free Text. Lecture Notes in Computer Science.
  • Galavotti, L., Sebastiani, F., and Simi, M. 2000. Experiments on the use of feature selection and negative evidence in automated text categorization....
  • Gómez, J.M.; Buscaldi, Bisbal, E.; D.; Rosso P.; Sanchis E. QUASAR: The Question Answering System of the Universidad Politécnica de Valencia....
  • Hatzivassiloglou V., Wiebe J. 2000. Effects of adjective orientation and gradability on sentence subjectivity. In Proceedings of COLING.
  • Liu 2006. Web Data Mining book. Chapter 11
  • Liu, B. (2007). Web Data Mining. Exploring Hyperlinks, Contents and Usage Data. Springer, first edition.
  • Miller, G.A. 1995. WordNet: A Lexical Database for English. Communications of the ACM Vol. 38, No. 11: 39-41
  • Mladenic, D. 1998. Feature subset selection in text learning. In Proceedings of ECML-98, 10th European Conference on Machine Learning (Chemnitz,...
  • Mullen T., Collier N. 2004. Sentiment Analysis Using Support Vector Machines with Diverse Information Sources. In Proceedings of EMNLP.
  • Ng V., Dasgupta S. and Arifin S. M. 2006. Examining the Role of Linguistics Knowledge Sources in the Automatic Identification and Classification...
  • Ohana, B., Tierney, B. 2009. Sentiment classification of reviews using SentiWordNet, T&T Conference, Dublin Institute of Technology, Dublin,...
  • Pang B and Lee L. 2003 Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales. In Proceedings...
  • Pang B., Lee L, Vaithyanathan, S. 2002. Thumbs up? Sentiment classification using machine learning techniques. In Proceedings of EMNLP-02,...
  • Qiu, G., Liu, B., Bu, J., Chen, C. 2006. Opinion Word Expansion and Target Extraction through Double Propagation. Association for Computational...
  • Riloff E. and Wiebe J. 2003. Learning Extraction Patterns for Subjective Expressions. In Proceedings of the 2003 Conference on Empirical Methods...
  • Salton, G. and Buckley, C. (1988). "Term Weighting Approaches in Automatic Text Retrieval." In: Information Processing and Management,...
  • Strapparava C. Valitutti A. 2004. WordNet-Affect: an affective extension of WordNet. In Proceedings of the 4th International Conference on...
  • Turney P. 2002. Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews. ACL 2002: 417-424.
  • Wiebe, J. (1994). Tracking point of view in narrative. Computational Linguistics 20 (2): 233-287.
  • Wilson, T., Wiebe, J., Hwa, R. 2006. Recognizing strong and weak opinion clauses. Computational Intelligence 22 (2): 73-99.
  • Yang, J. and and Pedersen, O. 1997. A comparative study of feature selection in text categorization. In: ICML ’97: Proceedings of the Fourteenth...