Convex Optimization in Machine Learning and Compressive Sensing
Sequential Convex Programming (SCP)
Parametric and Online Optimization
Numerical Methods for Variational Inequality and Equilibrium Problems
Biography
– 2001: Bsc in Applied Mathematics and Informatics, Vietnam National University, Hanoi, Vietnam. – 2003: Msc in Computer Science, Vietnam National University, Hanoi, Vietnam. – 2009-2012: PhD in Electrical Engineering, Department of Electrical Engineering and Optimization in Engineering Center (OPTEC), KU Leuven, Belgium. – 11/2012-9/2015: Postdoc researcher at Laboratory for Information and Inference Systems, EPFL, Lausanne, Switzerland. – As of 10/2015: an assistant professor at the Departement of Statistics and Operations Research (University of North Carolina at Chapel Hill (UNC), North Carolina, USA.
Publications with LIONS (most recent)
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A Newton Frank-Wolfe method for constrained self-concordant minimization