Giuliano Gabrieli
2024
Neutral Score Detection in Lexicon-based Sentiment Analysis: The Quartile-based Approach
Marco Vassallo
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Giuliano Gabrieli
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Valerio Basile
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Cristina Bosco
Proceedings of the Tenth Italian Conference on Computational Linguistics (CLiC-it 2024)
The neutrality detection in Sentiment Analysis (SA) still constitutes an unsolved and debated issue. This work proposes an empirical method based on the quartiles of the polarity distribution for a lexicon-based SA approach. Our experiments are based on the Italian linguistic resource MAL (Morphologically-inflected Affective Lexicon) and applied to two annotated corpora. The findings provided a better detection of the neutral opinions with preserving a substantial overall polarity prediction.
2020
Polarity Imbalance in Lexicon-based Sentiment Analysis
Marco Vassallo
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Giuliano Gabrieli
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Valerio Basile
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Cristina Bosco
Proceedings of the Seventh Italian Conference on Computational Linguistics (CLiC-it 2020)
2019
The Tenuousness of Lemmatization in Lexicon-based Sentiment Analysis
Marco Vassallo
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Giuliano Gabrieli
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Valerio Basile
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Cristina Bosco
Proceedings of the Sixth Italian Conference on Computational Linguistics (CLiC-it 2019)