Sentiment analysis and topic detection of Spanish Tweets: A comparative study of NLP techniques

Procesamiento del Lenguaje Natural

Volumn 50, Issue , 2013, Pages 45-52

  Anta, Antonio Fernández ^a   Morere, Philippe ^a   Chiroque, Luis Núñez ^b   Santos, Agustín ^a  

^a IMDEA NETWORKS INSTITUTE   (Spain)

^b Ecole Nationale Superieure d'Electronique Informatique et Radiocommunications de Bordeaux   (France)

Author keywords

Sentiment analysis; Topic detection

Indexed keywords

EID: 84877281150     PISSN: 11355948     EISSN: 19897553     Source Type: Journal    
DOI: None     Document Type: Review

References (25)

1. Agarwal, Apoorv, Boyi Xie, Ilia Vovsha, Owen Rambow, and Rebecca Passonneau. 2011. Sentiment analysis of twitter data. In LSM '11, pp. 30-38.
2. Allan, James. 2002. Topic detection and tracking. Kluwer Academic Publishers.
3. Banerjee, Somnath, Krishnan Ramanathan, and Ajay Gupta. 2007. Clustering short texts using wikipedia. In SIGIR'07, pp. 787-788.
4. Bermingham, Adam and Alan F. Smeaton. 2010. Classifying sentiment in microblogs: is brevity an advantage? In CIKM 2010, pp. 1833-1836.
5. Brooke, Julian, Milan Tofiloski, and Maite Taboada. 2009. Cross-Linguistic Sentiment Analysis: From English to Spanish. In RANLP 2009.
6. Chang, Chih-Chung and Chih-Jen Lin. 2011. Libsvm: A library for support vector machines. ACM Trans. Intell. Syst. Technol., 2(3):1-27.
7. Cruz, Fermín L, Jose A Troyano, Fernando Enriquez, and Javier Ortega. 2008. Clasificación de documentos basada en la opinión: experimentos con un corpus de críticas de cine en español. Proc. del Lenguaje Natural, 41:73-80.
8. Engström, Charlotta. 2004. Topic dependence in sentiment classification. Master thesis, University of Cambridge.
9. Gabrilovich, Evgeniy and Shaul Markovitch. 2005. Feature generation for text categorization using world knowledge. In IJCAI'05, pp. 1048-1053.
10. Go, Alec, Richa Bhayani, and Lei Huang. 2009. Twitter sentiment classification using distant supervision. Processing, pp. 1-6.
11. Justin, T., R. Gajsek, V. Struc, and S. Dobrisek. 2010. Comparison of different classification methods for emotion recognition. In MIPRO 2010, pp. 700-703.
12. Kukich, Karen. 1992. Techniques for automatically correcting words in text. ACM Comput. Surv., 24(4):377-439.
13. Laboreiro, Gustavo, Luís Sarmento, Jorge Teixeira, and Eugénio Oliveira. 2010. Tokenizing micro-blogging messages using a text classification approach. In AND '10, pp. 81-88.
14. Lee, K., D. Palsetia, R. Narayanan, M.M.A. Patwary, A. Agrawal, and A. Choudhary. 2011. Twitter trending topic classification. In ICDMW 2011, pp. 251-258.
15. Liu, Bing. 2010. Sentiment analysis and subjectivity. In Handbook of Natural Language Processing, 2nd Edition, Taylor & Francis Group.
16. Martínez-Cámara, Eugenio, M. Martín-Valdivia, and L. Ureña-López. 2011. Opinion classification techniques applied to a spanish corpus. In NLDB 2011, pp. 169-176.
17. Mathioudakis, Michael and Nick Koudas. 2010. Twittermonitor: trend detection over the twitter stream. In SIGMOD'10, pp. 1155-1158.
18. Padró, Lluís, Samuel Reese, Eneko Agirre, and Aitor Soroa. 2010. Semantic services in freeling 2.1: Wordnet and ukb. In Global Wordnet Conference 2010, pp. 99-105.
19. Pak, Alexander and Patrick Paroubek. 2010. Twitter as a corpus for sentiment analysis and opinion mining. In LREC'10.
20. Pang, Bo and Lillian Lee. 2008. Opinion mining and sentiment analysis. Found. Trends Inf. Retr., 2(1-2):1-135.
21. Rahimtoroghi, Elahe and Azadeh Shakery. 2011. Wikipedia-based smoothing for enhancing text clustering. In AIRS'11, pp. 327-339.
22. Read, Jonathon. 2005. Using emoticons to reduce dependency in machine learning techniques for sentiment classification. In ACLstudent'05, pp. 43-48.
23. Grigori Sidorov, Sabino Miranda-Jiménez, Francisco Viveros-Jiménez, Alexander Gelbukh, Noé Castro-Sánchez, Francisco Velásquez, Ismael Díaz-Rangel, Sergio Suárez-Guerra, Alejandro Treviño, and Juan Gordon. 2012. Empirical Study of Machine Learning Based Approach for Opinion Mining in Tweets In MICAI'12.
24. Sriram, Bharath, Dave Fuhry, Engin Demir, Hakan Ferhatosmanoglu, and Murat Demirbas. 2010. Short text classification in twitter to improve information filtering. In SIGIR '10, pp. 841-842.
25. Vakali, Athena, Maria Giatsoglou, and Stefanos Antaris. 2012. Social networking trends and dynamics detection via a cloud-based framework design. In WWW '12 Companion, pp. 1213-1220.