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• W2138859814 abstract "Sentiment analysis predicts the presence of positive or negative emotions in a text document. In this paper we consider higher dimensional extensions of the sentiment concept, which represent a richer set of human emotions. Our approach goes beyond previous work in that our model contains a continuous manifold rather than a finite set of human emotions. We investigate the resulting model, compare it to psychological observations, and explore its predictive capabilities. Besides obtaining significant improvements over a baseline without manifold, we are also able to visualize different notions of positive sentiment in different domains." @default.
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• W2138859814 date "2012-02-07" @default.
• W2138859814 modified "2023-10-18" @default.
• W2138859814 title "Beyond Sentiment: The Manifold of Human Emotions" @default.
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• W2138859814 doi "https://doi.org/10.48550/arxiv.1202.1568" @default.
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