The Manifold of Human Emotions
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.
Cite
Text
Kim et al. "The Manifold of Human Emotions." International Conference on Learning Representations, 2013.Markdown
[Kim et al. "The Manifold of Human Emotions." International Conference on Learning Representations, 2013.](https://mlanthology.org/iclr/2013/kim2013iclr-manifold/)BibTeX
@inproceedings{kim2013iclr-manifold,
title = {{The Manifold of Human Emotions}},
author = {Kim, Seungyeon and Li, Fuxin and Lebanon, Guy and Essa, Irfan A.},
booktitle = {International Conference on Learning Representations},
year = {2013},
url = {https://mlanthology.org/iclr/2013/kim2013iclr-manifold/}
}