Zanele Nomthandazo Dlamini

Graph-matching domain adaptation for cross-border cropland masks: an artificial intelligence evaluation of label-scarcity transfer failure in national agricultural statistics

Cross-border transfer of cropland masks is routinely proposed as a remedy for label scarcity in national agricultural statistics, yet the conditions under which graph-matching domain adaptation fails have not been formalised. The analysis treats label scarcity as a structural property of the target domain rather than a...