Papers
M. Natole, Y. Ying, and S. Lyu.
Stochastic Proximal Algorithms for AUC Maximization
International Conference of Machine Learning (ICML), 2018
(Poster).
M. Natole, Y. Ying, and S. Lyu.
Stochastic AUC Optimization Algorithms With Linear Convergence
Frontiers, in Applied Mathematics and Statistics, 2019.
M. Natole.
Fast Optimization Algorithms for AUC Maximization
Dissertations & Theses @ SUNY Albany; ProQuest Dissertations & Theses
Global, 2020
(Slides).
M. Natole, Y. Ying, A. Buyantuev, M. Stessin, V. Buyantuev, and A.
Lapenas.
Patterns of Mega-Forest Fires in East Siberia will become Less
Predictable with Climate Warming.
Environmental Advances, 2021.
Talks
Stochastic Proximal Algorithms for AUC Maximization.
Graduate Mathematics Conference 2018, Syracuse, NY, U.S.A.
Fast Optimization Algorithms for AUC Maximization.
Joint Mathematics Meetings 2019, Baltimore, MD, U.S.A.
News Articles
For my work in wildfire analysis, I was featured in
Pi Day, March Madness and Everyday Mathematics
at UAlbany.