Twitter Sentiment Analysis: Lexicon Method, Machine Learning Method and Their Combination
作者： Tomaso Aste , Olga Kolchyna , Tharsis T. P. Souza , Philip Treleaven
DOI:
关键词: Benchmark (computing) 、 Classifier (linguistics) 、 Computer science 、 Naive Bayes classifier 、 Sentiment analysis 、 Machine learning 、 Artificial intelligence 、 Support vector machine 、 Feature (machine learning) 、 Lexicon 、 Feature selection
摘要: … two approaches for sentiment analysis: i) lexicon based method; ii) machine learning method. … combinations and show that enhancing sentiment lexicons with emoticons, abbreviations …
arxiv.org
harvard.edu参考文章(60)
Julie Beth Lovins, Development of a Stemming Algorithm Mech. Transl. Comput. Linguistics. ,vol. 11, pp. 22- 31 ,(1968)
Andrea Esuli, Fabrizio Sebastiani, SENTIWORDNET: A Publicly Available Lexical Resource for Opinion Mining language resources and evaluation. pp. 417- 422 ,(2006)
Patrick Paroubek, Alexander Pak, Twitter as a Corpus for Sentiment Analysis and Opinion Mining language resources and evaluation. ,(2010)
Federico Alberto Pozzi, Daniele Maccagnola, Elisabetta Fersini, Enza Messina, Enhance User-Level Sentiment Analysis on Microblogs with Approval Relations congress of the italian association for artificial intelligence. ,vol. 8249, pp. 133- 144 ,(2013) , 10.1007/978-3-319-03524-6_12
Elisabetta Fersini, Enza Messina, Federico Alberto Pozzi, Expressive signals in social media languages to improve polarity detection Information Processing & Management. ,vol. 52, pp. 20- 35 ,(2016) , 10.1016/J.IPM.2015.04.004
Janyce Wiebe, Ellen Riloff, Creating Subjective and Objective Sentence Classifiers from Unannotated Texts Computational Linguistics and Intelligent Text Processing. ,vol. 3406, pp. 486- 497 ,(2005) , 10.1007/978-3-540-30586-6_53
Bruno Ohana, Brendan Tierney, Sentiment Classification of Reviews Using SentiWordNet ,(2009) , 10.21427/D77S56
Stephen Marsland, Machine Learning: An Algorithmic Perspective ,(2009)
Janyce Wiebe, Learning Subjective Adjectives from Corpora national conference on artificial intelligence. pp. 735- 740 ,(2000)
Christopher D. Manning, Hinrich Schütze, Foundations of Statistical Natural Language Processing ,(1999)