Journal Articles 

Huang, Q.Y., Jeyakumar, V. and Li, G., 2024. Distributionally Robust Piecewise Polynomial Optimization with Hidden Convexity and Exact Sum-of-Squares Programs. INFORMS Journal on Optimization (submitted). 

Huang, Q.Y., Huyen, D.T.K., Jeyakumar, V. and Li, G., 2024. A Minimax S-Lemma and Exact Second-Order Cone Programs for Distributionally Robust Global Optimization Problems with Applications. Journal of Global Optimization (submitted).

Huang, Q.Y., Jeyakumar, V. and Li, G., 2024. Piecewise SOS-Convex Moment Optimization and Applications via Exact Semi-Definite Programs. EURO Journal on Computational Optimization (to appear). arXiv preprint arXiv:2402.07064. 

Huang, Q.Y. and Jeyakumar, V., 2024. A distributional Farkas’ lemma and moment optimization problems with no-gap dual semi-definite programs. Optimization Letters, pp.1-16.

Jeyakumar, V., Lee, G.M., Lee, J.H. and Huang, Y., 2024. Sum-of-Squares Relaxations in Robust DC Optimization and Feature Selection. Journal of Optimization Theory and Applications, 200(1), pp.308-343.

Conference Presentations 

Jul 2024 - thrilled to be invited to present at the International Symposium on Mathematical Programming in Montreal, Canada 

Dec 2023 - "Second-Order Cone Programs for Distributionally Robust Optimisation and a New Minimax S-Lemma" at the Workshop on Optimisation, Metric Bounds, Approximation and Transversality hosted by the University of Sydney.  

Dec 2023 - "Second-Order Cone Programs for Distributionally Robust Optimisation and a New Minimax S-Lemma" at the Australian Mathematical Society Annual Meeting 2023 hosted by the University of Queensland. 

Dec 2022 - "Feature Selection under Data Uncertainty in Machine-Learning via Robust Difference-of-Convex Programming" at the Australian Mathematical Society Annual Meeting 2022 hosted by UNSW Sydney. This was based on my Honours research project.