2 papers
stat.CO2020
Accelerated Algorithms for Convex and Non-Convex Optimization on Manifolds
Lizhen Lin, Bayan Saparbayeva, Michael Minyi Zhang +1
We propose a general scheme for solving convex and non-convex optimization problems on manifolds. The central idea is that, by adding a multiple of the squared retraction distance…
stat.ML2018
Communication Efficient Parallel Algorithms for Optimization on Manifolds
Bayan Saparbayeva, Michael Minyi Zhang, Lizhen Lin
The last decade has witnessed an explosion in the development of models, theory and computational algorithms for "big data" analysis. In particular, distributed computing has serve…