1 | -- | 4 | Yufeng Liu, Jong-Shi Pang, Jack Xin. Preface |
5 | -- | 37 | Yuxin Chen 0002, Yuejie Chi, Jianqing Fan, Cong Ma. Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval |
39 | -- | 67 | Yifan Chen, Yuejiao Sun, Wotao Yin. Run-and-Inspect Method for nonconvex optimization and global optimality bounds for R-local minimizers |
69 | -- | 94 | Frank E. Curtis, Daniel P. Robinson. Exploiting negative curvature in deterministic and stochastic optimization |
95 | -- | 135 | Hongbo Dong, Miju Ahn, Jong-Shi Pang. Structural properties of affine sparsity constraints |
137 | -- | 173 | Carson Eisenach, Han Liu. Efficient, certifiably optimal clustering with applications to latent variable graphical models |
175 | -- | 205 | Ethan X. Fang, Han Liu 0001, Mengdi Wang. Blessing of massive scale: spatial graphical model estimation with a total cardinality constraint approach |
207 | -- | 245 | Davood Hajinezhad, Mingyi Hong. Perturbed proximal primal-dual algorithm for nonconvex nonsmooth optimization |
247 | -- | 278 | Michael Ho, Jack Xin. Sparse Kalman filtering approaches to realized covariance estimation from high frequency financial data |
279 | -- | 310 | Koulik Khamaru, Rahul Mazumder. Computation of the maximum likelihood estimator in low-rank factor analysis |
311 | -- | 337 | Jason D. Lee, Ioannis Panageas, Georgios Piliouras, Max Simchowitz, Michael I. Jordan, Benjamin Recht. First-order methods almost always avoid strict saddle points |
339 | -- | 367 | Tianxiang Liu, Ting Kei Pong, Akiko Takeda. A successive difference-of-convex approximation method for a class of nonconvex nonsmooth optimization problems |
369 | -- | 401 | Zhaosong Lu, Zirui Zhou, Zhe Sun. Enhanced proximal DC algorithms with extrapolation for a class of structured nonsmooth DC minimization |
403 | -- | 427 | Michael O'Neill, Stephen J. Wright. Behavior of accelerated gradient methods near critical points of nonconvex functions |
429 | -- | 463 | Chengde Qian, Quoc Tran-Dinh, Sheng Fu, Changliang Zou, Yufeng Liu. Robust multicategory support matrix machines |
465 | -- | 496 | Meisam Razaviyayn, Mingyi Hong, Navid Reyhanian, Zhi-Quan Luo. A linearly convergent doubly stochastic Gauss-Seidel algorithm for solving linear equations and a certain class of over-parameterized optimization problems |
497 | -- | 544 | Gesualdo Scutari, Ying Sun 0003. Distributed nonconvex constrained optimization over time-varying digraphs |
545 | -- | 571 | Zhuoran Yang, Lin F. Yang, Ethan X. Fang, Tuo Zhao, Zhaoran Wang, Matey Neykov. Misspecified nonconvex statistical optimization for sparse phase retrieval |