Ganin, Yaroslav; Ustinova, Evgeniya; Ajakan, Hana; Germain, Pascal; Larochelle, Hugo; Laviolette, François; Marchand, Mario; Lempitsky, Victor Domain-adversarial training of neural networks. (English) Zbl 1360.68671 J. Mach. Learn. Res. 17, Paper No. 59, 35 p. (2016). MSC: 68T05 62H30 68T10 PDFBibTeX XMLCite \textit{Y. Ganin} et al., J. Mach. Learn. Res. 17, Paper No. 59, 35 p. (2016; Zbl 1360.68671) Full Text: arXiv Link
Germain, Pascal; Lacasse, Alexandre; Laviolette, Francois; Marchand, Mario; Roy, Jean-Francis Risk bounds for the majority vote: from a PAC-Bayesian analysis to a learning algorithm. (English) Zbl 1337.68223 J. Mach. Learn. Res. 16, 787-860 (2015). MSC: 68T05 62F15 62H30 PDFBibTeX XMLCite \textit{P. Germain} et al., J. Mach. Learn. Res. 16, 787--860 (2015; Zbl 1337.68223) Full Text: arXiv Link
Hussain, Zakria; Laviolette, François; Marchand, Mario; Shawe-Taylor, John; Brubaker, Spencer Charles; Mullin, Matthew D. Revised loss bounds for the set covering machine and sample-compression loss bounds for imbalanced data. (English) Zbl 1222.68222 J. Mach. Learn. Res. 8, 2533-2549 (2007). MSC: 68T05 PDFBibTeX XMLCite \textit{Z. Hussain} et al., J. Mach. Learn. Res. 8, 2533--2549 (2007; Zbl 1222.68222) Full Text: Link
Laviolette, François; Marchand, Mario PAC-Bayes risk bounds for stochastic averages and majority votes of sample-compressed classifiers. (English) Zbl 1222.62075 J. Mach. Learn. Res. 8, 1461-1487 (2007). MSC: 62H30 62C10 PDFBibTeX XMLCite \textit{F. Laviolette} and \textit{M. Marchand}, J. Mach. Learn. Res. 8, 1461--1487 (2007; Zbl 1222.62075) Full Text: Link
Marchand, Mario; Sokolova, Marina Learning with decision lists of data-dependent features. (English) Zbl 1222.68257 J. Mach. Learn. Res. 6, 427-451 (2005). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Marchand} and \textit{M. Sokolova}, J. Mach. Learn. Res. 6, 427--451 (2005; Zbl 1222.68257) Full Text: Link
Marchand, Mario; Shawe-Taylor, John The set covering machine. (English) Zbl 1112.68392 J. Mach. Learn. Res. 3, No. 4-5, 723-746 (2003). MSC: 68Q32 68T05 PDFBibTeX XMLCite \textit{M. Marchand} and \textit{J. Shawe-Taylor}, J. Mach. Learn. Res. 3, No. 4--5, 723--746 (2003; Zbl 1112.68392) Full Text: DOI