DeepEmo: Learning and Enriching Pattern-Based Emotion Representations Article Swipe
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Elvis Saravia
,
Hsien-Chi Toby Liu
,
Yi-Shin Chen
·
YOU?
·
· 2018
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.1804.08847
· OA: W2798321501
YOU?
·
· 2018
· Open Access
·
· DOI: https://doi.org/10.48550/arxiv.1804.08847
· OA: W2798321501
We propose a graph-based mechanism to extract rich-emotion bearing patterns, which fosters a deeper analysis of online emotional expressions, from a corpus. The patterns are then enriched with word embeddings and evaluated through several emotion recognition tasks. Moreover, we conduct analysis on the emotion-oriented patterns to demonstrate its applicability and to explore its properties. Our experimental results demonstrate that the proposed techniques outperform most state-of-the-art emotion recognition techniques.
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