Color plays a central role in conveying map-related emotions, enhancing both expressiveness and user experience. This study focuses on map color characteristics, exploring the relationship between col
The model applies manifold learning to reduce the dimensionality of high-dimensional map color data derived from the Map Emotion Dataset, thereby extracting emotional color manifold features, then emo