Xingxing Zhang

Thematic alignment across expert-guided and machine-derived topic models in Positive Energy District characterization

Positive Energy Districts (PEDs) are increasingly framed through both expert-driven policy narratives and data-driven analyses of emerging project discourse. However, the extent to which different knowledge extraction approaches produce conceptually meaningful representations of...