Distributionally Robust Optimization for Nonconvex QCQPs with Stochastic Constraints

Eli Brock* , Haixiang Zhang* , Julie Mulvaney Kemp , Javad Lavaei
2023 62nd IEEE Conference on Decision and Control (CDC) 4320 -4326

1
2023
A Dynamical System Perspective for Escaping Sharp Local Minima in Equality Constrained Optimization Problems

Javad Lavaei , Han Feng , Haixiang Zhang
conference on decision and control 4255 -4261

2020
General Low-rank Matrix Optimization: Geometric Analysis and Sharper Bounds.

Javad Lavaei , Yingjie Bi , Haixiang Zhang
arXiv: Optimization and Control

12
2021
Local and Global Linear Convergence of General Low-rank Matrix Recovery Problems.

Javad Lavaei , Yingjie Bi , Haixiang Zhang
arXiv: Optimization and Control

9
2021
On the geometric analysis of a quartic-quadratic optimization problem under a spherical constraint

Haixiang Zhang , Andre Milzarek , Zaiwen Wen , Wotao Yin
arXiv preprint arXiv:1908.00745

8
2019
Exact Recovery for System Identification with More Corrupt Data than Clean Data

Baturalp Yalcin , Haixiang Zhang , Javad Lavaei , Murat Arcak
arXiv preprint arXiv:2305.10506

1
2023
Factorization approach for low-complexity matrix completion problems: Exponential number of spurious solutions and failure of gradient methods

Baturalp Yalçın , Haixiang Zhang , Javad Lavaei , Somayeh Sojoudi
International Conference on Artificial Intelligence and Statistics 319 -341

9
2022
Gradient-based algorithms for convex discrete optimization via simulation

Haixiang Zhang , Zeyu Zheng , Javad Lavaei
Operations research 71 ( 5) 1815 -1834

5
2023
Stochastic $ L^\natural $-convex Function Minimization

Haixiang Zhang , Zeyu Zheng , Javad Lavaei
Advances in Neural Information Processing Systems 34 13004 -13018

5
2021
Stochastic Localization Methods for Discrete Convex Simulation Optimization

Haixiang Zhang , Zeyu Zheng , Javad Lavaei
Available at SSRN 3742569

4
2022
A new complexity metric for nonconvex rank-one generalized matrix completion

Haixiang Zhang , Baturalp Yalcin , Javad Lavaei , Somayeh Sojoudi
Mathematical Programming 1 -42

2
2023
Selection of the best under convexity

Haixiang Zhang , Zeyu Zheng , Javad Lavaei
Available at SSRN 3848865

1
2021
Geometric Analysis of Matrix Sensing over Graphs

Haixiang Zhang , Ying Chen , Javad Lavaei

2023
Uniqueness of Power Flow Solutions Using Graph-theoretic Notions

Haixiang Zhang , SangWoo Park , Javad Lavaei , Ross Baldick
IEEE Transactions on Control of Network Systems 9 ( 1) 100 -112

1
2022
2024
Distributionally Robust Joint Chance-Constrained Optimal Power Flow using Relative Entropy

Eli Brock , Haixiang Zhang , Javad Lavaei , Somayeh Sojoudi
University of California, Berkeley

2024