Nature Machine Intelligence:
In collaboration with Dr. Mikel Hernaez at CIMA, the Gevaert lab has benchmarked inductive and transductive methods for drug target interaction discovery. We show that transductive methods don’t generalize and lead to inflated performance when traditionally evaluated, making them unsuitable for drug repurposing. We propose a biologically driven inductive strategy for negative-edge subsampling.
