Abstract
This paper reports the preliminary findings of a cross-disciplinary research on emotions, insomnia and mental health with joint efforts from linguistic, computer science, and medical researchers. We take a computational linguistic approach to analyze a corpus of over 400 posts crawled from online psychological consultation platforms in China that complaint about insomnia problems, with annotations for the psychiatric conditions of post contributors made by professional psychiatrists. Based on results of our automatic analysis of six basic emotions in the posts and their intensity levels, logistic regression and artificial neural network models were successfully performed to predict the mental health conditions of post contributors. Relevance analysis were further run to explore the associations among emotion types and between emotions and the psychiatric disorders of depression and anxiety. Depression and anxiety were found to have divergent association patterns with the basic emotion types. Overall, the findings support the previous hypothesis that emotions modulate insomnia and psychiatric disorders, and have important linguistic and clinical implications.
| Original language | English |
|---|---|
| Title of host publication | Chinese Lexical Semantics |
| Subtitle of host publication | 22nd Workshop, CLSW 2021 Nanjing, China, May 15–16, 2021 Revised Selected Papers, Part II |
| Publisher | Springer Cham |
| Pages | 221–232 |
| ISBN (Electronic) | 978-3-031-06547-7 |
| ISBN (Print) | 978-3-031-06546-0 |
| DOIs | |
| Publication status | Published - 16 Jun 2022 |
| Event | Chinese Lexical Semantics Workshop - Duration: 15 May 2021 → 16 May 2021 |
Publication series
| Name | Lecture Notes in Computer Science |
|---|---|
| Publisher | Springer |
| Volume | 13250 |
| ISSN (Print) | 0302-9743 |
| ISSN (Electronic) | 1611-3349 |
Conference
| Conference | Chinese Lexical Semantics Workshop |
|---|---|
| Period | 15/05/21 → 16/05/21 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
Keywords
- Insomnia
- Complex emotions
- Depression
- Anxiety
- Psychiatric disorder
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