Before revision:  We propose Pathway Induced Multiple Kernel Learning (PIMKL), a novel methodology to classify samples reliably that can , at the same time, provide a pathway-based molecular fingerprint of the signature that underlies the classification.
After revision:  We propose Pathway Induced Multiple Kernel Learning (PIMKL), a novel methodology to reliably classify samples that can also help gain insights into the molecular mechanisms that underlie the classification.