Construction of a personality trait prediction model based on color perception preference and personalized cognitive intervention pathways in art education
Songhui Yang, Zhongnuo Sun, Ailong Jin, Xiangyang Zhao, Yanchun Xie, Mingyue Li · 2026
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Description
Songhui Yang and co-authors predict personality from color taste and feed the result back into art teaching. Their 2026 study builds features across two color spaces: dominant hues, spread, contrast, harmony, and feeling coordinates. Color preference, they argue, carries readable traces of character.
A multi-branch network with attention reads the features and scores the Big Five traits through five parallel heads. On over twelve hundred paired records it reaches solid class and correlation marks. Ablations credit the fusion, attention, and joint training. Trait profiles then map to six teaching paths. A twelve-week run with 216 students shows the personalized arm gaining far more on a color cognition test than the uniform arm. The loop from taste to trait to teaching closes.
Catalog record
| CREATOR | Songhui Yang, Zhongnuo Sun, Ailong Jin, Xiangyang Zhao, Yanchun Xie, Mingyue Li |
|---|---|
| YEAR | 2026 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 75 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |