The effect of modifiers for sentiment analysis

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Abstract

Modifiers can affect sentiment orientation. A modifier can change the intensity and polarity of a sentiment word. This paper focuses on the modified polarity. We analyse five hundred comments on goods from the web, and find three features of modifiers which play important roles in sentiment anlysis: intensity, negation and implicit polarity. We also discuss the polarity and intensity of sentiment words with multi-modifiers. Finally we propose a method to calculate the sentiment orientation of the collocations of modifiers and sentiment words.

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Kou, X. (2014). The effect of modifiers for sentiment analysis. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 8922, pp. 240–250). Springer Verlag. https://doi.org/10.1007/978-3-319-14331-6_24

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