246 citations · 863 across the 28 of their papers we have counts for
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stat.ML2012★ 1 cited
PAC-Bayesian Learning and Domain Adaptation
Pascal Germain, Amaury Habrard, François Laviolette +1
In machine learning, Domain Adaptation (DA) arises when the distribution gen- erating the test (target) data differs from the one generating the learning (source) data. It is well…
q-bio.QM2012★ 42 cited
Learning a peptide-protein binding affinity predictor with kernel ridge regression
Sébastien Giguère, Mario Marchand, François Laviolette +2
We propose a specialized string kernel for small bio-molecules, peptides and pseudo-sequences of binding interfaces. The kernel incorporates physico-chemical properties of amino ac…