Journal articles
On the Convergence of Stochastic Bi-level Gradient Methods, submitted. Co-author(s): N. Couellan.
Uncertainty-Safe Large Scale Support Vector Machines, submitted. Co-author(s): N. Couellan.
Bi-level Stochastic Gradient for Large Scale Support Vector Machine, Neurocomputing, vol. 153, pp. 300-308, 2015. http://dx.doi.org/10.1016/j.neucom.2014.11.025i. Co-author(s): N. Couellan.
Presentations in conferences
Bi-level stochastic gradient methods for large scale classification under Uncertainty, machine learning seminar , Feb.18, 2016. Co-author: N. Couellan.
Robust classification of uncertain data using first order methods for large scale datasets, Joint ORSC/EURO International Conference 2015 on Continuous Optimization; Shanghai; May 10-12, 2015. Co-author: N. Couellan.