ML-SentiCon: un lexicón multilingüe de polaridades semánticas a nivel de lemas

• Autores: Fermín Cruz Mata, José Antonio Troyano Jiménez , Beatriz Pontes Balanza, Francisco Javier Ortega Rodríguez
• Localización: Procesamiento del lenguaje natural, ISSN 1135-5948, Nº. 53, 2014, págs. 113-120
• Idioma: español
• Títulos paralelos:
  • ML-SentiCon: a multilingual, lemma-level sentiment lexicon
• Enlaces
  • Texto completo
• Dialnet Métricas: 1 Cita
• Resumen
  • español

    En este trabajo presentamos un conjunto de lexicones de polaridades semánticas a nivel de lemas para inglés, español, catalán, gallego y euskera. Estos lexicones están estructurados en capas, lo que permite seleccionar distintos compromisos entre la cantidad de estimaciones de positividad y negatividad y la precisión de dichas estimaciones. Los lexicones se han generado automáticamente a partir de una mejora del método utilizado para generar SentiWordNet, un recurso ampliamente utilizado que recoge estimaciones de positividad y negatividad a nivel de synsets. Nuestras evaluaciones sobre los lexicones para inglés y español muestran altos niveles de precisión en todas las capas. El recurso que contiene todos los lexicones obtenidos, llamado ML-SentiCon, está disponible de forma pública para su uso.

  • English

    In this work, we present a set of lemma-level sentiment lexicons for English, Spanish, Catalan, Basque and Galician. These lexicons are layered, allowing to trade off between the amount of available words and the accuracy of the estimations. The lexicons have been automatically generated from an improved version of SentiWordNet, a very popular resource which contains estimations of the positivity and negativity of synsets. Our evaluations on the English and Spanish lexicons show high accuracies in all cases. The resource containing all the lexicons, ML-SentiCon, is publicly available.

• Referencias bibliográficas
  • Abdul-Mageed, Muhammad, Mona T Diab, y Mohammed Korayem. 2011. Subjectivity and sentiment analysis of modern standard arabic. En ACL (Short...
  • Agrawal, Shaishav y others. 2009. Using syntactic and contextual information for sentiment polarity analysis. En Proceedings of the 2nd International...
  • Baccianella, Stefano, Andrea Esuli, y Fabrizio Sebastiani. 2010. Sentiwordnet 3.0: An enhanced lexical resource for sentiment analysis and...
  • Banea, Carmen, Rada Mihalcea, y Janyce Wiebe. 2008. A bootstrapping method for building subjectivity lexicons for languages with scarce resources....
  • Bond, Francis y Ryan Foster. 2013. Linking and extending an open multilingual wordnet. En 51st Annual Meeting of the Association for Computational...
  • Brooke, Julian, Milan Toloski, y Maite Taboada. 2009. Cross-linguistic sentiment analysis: From english to spanish. En Proceedings of the...
  • Clematide, Simon y Manfred Klenner. 2010. Evaluation and extension of a polarity lexicon for german. En Proceedings of the First Workshop...
  • Cruz, Fermín L, José A Troyano, Beatriz Pontes, y F Javier Ortega. 2014. Building layered, multilingual sentiment lexicons at synset and lemma...
  • Cruz, Fermín L., Carlos G. Vallejo, Fernando Enríquez, y José A. Troyano. 2012. Polarityrank: Finding an equilibrium between followers and...
  • Daudé, Jordi, Lluis Padró, y German Rigau. 2003. Making wordnet mapping robust. Procesamiento del lenguaje natural, 31.
  • Denecke, Kerstin. 2008. Using sentiwordnet for multilingual sentiment analysis. En Data Engineering Workshop, 2008. ICDEW 2008. IEEE 24th...
  • Desmet, Bart y Véronique Hoste. 2013. Emotion detection in suicide notes. Expert Systems with Applications.
  • Esuli, Andrea y Fabrizio Sebastiani. 2006. SentiWordNet: A publicly available lexical resource for opinion mining. En Proceedings of Language...
  • Fagin, Ronald, Ravi Kumar, Mohammad Mahdian, D. Sivakumar, y Erik Vee. 2004. Comparing and aggregating rankings with ties. En PODS '04:...
  • Fellbaum, Christiane, editor. 1998. WordNet: An Electronic Lexical Database. MIT Press.
  • Gonzalez-Agirre, Aitor, Egoitz Laparra, y German Rigau. 2012. Multilingual central repository version 3.0. En LREC, páginas 2525-2529.
  • Hu, Minqing y Bing Liu. 2004. Mining and summarizing customer reviews. En KDD '04: Proceedings of the tenth ACM SIGKDD, páginas 168-177,...
  • Kaji, Nobuhiro y Masaru Kitsuregawa. 2007. Building lexicon for sentiment analysis from massive collection of html documents. En EMNLP-CoNLL,...
  • Kang, Hanhoon, Seong Joon Yoo, y Dongil Han. 2012. Senti-lexicon and improved naïve bayes algorithms for sentiment analysis of restaurant...
  • Liu, Bing, Minqing Hu, y Junsheng Cheng. 2005. Opinion observer: Analyzing and comparing opinions on the web. En Pro- ceedings of WWW.
  • Liu, Bing y Lei Zhang. 2012. A survey of opinion mining and sentiment analysis. En Charu C. Aggarwal y ChengXiang Zhai, editores, Mining Text...
  • Lu, Bin, Yan Song, Xing Zhang, y Benjamin K Tsou. 2010. Learning chinese polarity lexicons by integration of graph models and morphological...
  • Martín-Valdivia, María-Teresa, Eugenio Martínez-Cámara, Jose-M Perea-Ortega, y L Alfonso Ureña-López. 2012. Sentiment polarity detection in...
  • Molina-González, M Dolores, Eugenio Martínez-Cámara, María-Teresa Martín-Valdivia, y José M Perea-Ortega. 2013. Semantic orientation for polarity...
  • Pérez-Rosas, Verónica, Carmen Banea, y Rada Mihalcea. 2012. Learning sentiment lexicons in spanish. En LREC, páginas 3077-3081.
  • Rao, Delip y Deepak Ravichandran. 2009. Semi-supervised polarity lexicon induction. En Proceedings of the 12th Conference of the European...
  • Riloff, Ellen y Janyce Wiebe. 2003. Learning extraction patterns for subjective expressions. En Proceedings of EMNLP.
  • Saggion, Horacio y A Funk. 2010. Interpreting sentiwordnet for opinion classification. En Proceedings of the Seventh conference on International...
  • Stone, Philip J, Dexter C Dunphy, y Marshall S Smith. 1966. The general inquirer: A computer approach to content analysis.
  • Strapparava, Carlo, Alessandro Valitutti, y Oliviero Stock. 2006. The affective weight of lexicon. En Proceedings of the Fifth International...
  • Taboada, Maite, Julian Brooke, Milan Tofiloski, Kimberly Voll, y Manfred Stede. 2011. Lexicon-based methods for sentiment analysis. Computational...
  • Turney, Peter D. y Michael L. Littman. 2003. Measuring praise and criticism: Inference of semantic orientation from association. ACM Transactions...
  • Vossen, Piek. 1998. EuroWordNet: a multilingual database with lexical semantic networks. Kluwer Academic Boston.
  • Wilson, Theresa, Janyce Wiebe, y Paul Hoffmann. 2005. Recognizing contextual polarity in phrase-level sentiment analysis. En Proceedings of...
  • Xu, Ge, Xinfan Meng, y Houfeng Wang. 2010. Build chinese emotion lexicons using a graph-based algorithm and multiple resources. En Proceedings...