Table 8.

Precision, recall, F1-score over top 25 predictions, and MAP for different methods on the L1000 set.

	Prec	Recall	F-Score	MAP
MTI	0.302	0.583	0.398	0.462
Neighborhood frequency	0.329	0.679	0.443	0.584
Neighborhood similarity	0.333	0.687	0.449	0.591
Learning-to-rank algorithm	0.347	0.714	0.469	0.615
SGD-SVM	0.346	0.712	0.465	0.638
SGD-SVM with PAV	0.368	0.756	0.495	0.676