no code implementations • NeurIPS 2021 • Haixiang Zhang, Zeyu Zheng, Javad Lavaei
When applied to a stochastic submodular function, the computational complexity of the proposed algorithms is lower than that of the existing stochastic submodular minimization algorithms.
no code implementations • 19 Oct 2021 • Baturalp Yalcin, Haixiang Zhang, Javad Lavaei, Somayeh Sojoudi
It is well-known that the Burer-Monteiro (B-M) factorization approach can efficiently solve low-rank matrix optimization problems under the RIP condition.
no code implementations • 10 Jun 2021 • Ou wu, Weiyao Zhu, Yingjun Deng, Haixiang Zhang, Qinghu Hou
Conducting a clear comparison for existing RML algorithms in dealing with different samples is difficult due to lack of a unified theoretical framework for RML.