Abstract
This paper introduces AffectRankTrace, a tool for affect annotation that combines the strengths of discrete and continuous annotation techniques with rank-based principles. We hypothesize that by applying these principles, we can reliably target the three affective dimensions of pleasure, arousal, and dominance, and capture a broader spectrum of users’ affective states. Using the tool, 25 participants provided annotations for the three dimensions following a 25-minute play session of a commercial horror game while wearing physiological sensors. They also offered feedback on task engagement and tool usability. Using both physiological and annotation data, we built a prediction model. Our results reported F1-scores of 0.630, 0.661 and 0.661 for arousal, pleasure and dominance, respectively. These findings align with baseline results from established multimodal datasets, suggesting the tool’s reliability. Participants’ feedback on usability and engagement also supports the tool’s usability and suggests the potential for conducting annotation during extended usability trials.
| Original language | English |
|---|---|
| Title of host publication | 2024 12th International Conference on Affective Computing and Intelligent Interaction, ACII 2024 |
| Subtitle of host publication | proceedings |
| Editors | Martha Nunez |
| Place of Publication | Los Alamitos |
| Publisher | IEEE |
| Pages | 19-26 |
| Number of pages | 8 |
| ISBN (Electronic) | 9798331516437 |
| ISBN (Print) | 9798331516444 |
| DOIs | |
| Publication status | Published - 24 Apr 2025 |
| Event | 12th International Conference on Affective Computing and Intelligent Interaction: Human and beyond - Glasgow Grosvenor Hotel, Glasgow, United Kingdom Duration: 15 Sept 2024 → 18 Sept 2024 Conference number: 12th https://acii-conf.net/2024/ |
Publication series
| Name | International Conference on Affective Computing and Intelligent Interaction |
|---|---|
| Publisher | IEEE |
| ISSN (Print) | 2156-8103 |
| ISSN (Electronic) | 2156-8111 |
Conference
| Conference | 12th International Conference on Affective Computing and Intelligent Interaction |
|---|---|
| Abbreviated title | ACII 2024 |
| Country/Territory | United Kingdom |
| City | Glasgow |
| Period | 15/09/24 → 18/09/24 |
| Internet address |
Keywords
- Annotation tool
- Emotion annotation
- Affective computing
- AffectRankTrace
- Self-Assessment-Manikin
- Continuous
- Discrete
- Pleasure
- Arousal
- Dominance
- PAD
- Physiological signals
- Anxiety
- Affect prediction
- Classification
Fingerprint
Dive into the research topics of 'AffectRankTrace: a tool for continuous and discrete affective annotation during extended usability trials'. Together they form a unique fingerprint.Student theses
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Using affective computing to enhance the believability of virtual agents and the social interaction with users
Graja, S. (Author), Lovell, G. (Supervisor) & Fee, K. (Supervisor), 25 Feb 2025Student thesis: Doctoral Thesis