Boosting house price estimations with Multi-Head Gated Attention

Abdellah Zakaria Sellam, Cosimo Distante, Abdelmalik Taleb-Ahmed, Pier Luigi Mazzeo

Abstract: Highlights•Multi-Head Gated Attention model improves spatial interpolation for house price prediction.•Geographical and structural attention mechanisms enhance spatial feature extraction.•Embedding generation reduces data complexity, boosting model performance and accuracy.•New dataset combines Italian city data with structural and geographical attributes.•Model outperforms traditional methods, validated across multiple diverse datasets.