Volume 176, Issue 1-2

Search all Mathematical Programming articles

July 2019

Special Issue: Nonconvex Optimization for Statistical Learning

Issue Editors:

Yufeng Liu,
Jong-Shi Pang,
Jack Xin

18 articles in this issue

Preface
Yufeng Liu
Jong-Shi Pang
Jack Xin
Preface 04 June 2019 Pages: 1 - 4
Gradient descent with random initialization: fast global convergence for nonconvex phase retrieval
Yuxin Chen
Yuejie Chi
Cong Ma
Full Length Paper 04 February 2019 Pages: 5 - 37
Run-and-Inspect Method for nonconvex optimization and global optimality bounds for R-local minimizers
Yifan Chen
Yuejiao Sun
Wotao Yin
Full Length Paper 27 April 2019 Pages: 39 - 67
Exploiting negative curvature in deterministic and stochastic optimization
Frank E. Curtis
Daniel P. Robinson
Full Length Paper 03 October 2018 Pages: 69 - 94
Structural properties of affine sparsity constraints
Hongbo Dong
Miju Ahn
Jong-Shi Pang
Full Length Paper 04 May 2018 Pages: 95 - 135
Efficient, certifiably optimal clustering with applications to latent variable graphical models
Carson Eisenach
Han Liu
Full Length Paper 16 February 2019 Pages: 137 - 173
Blessing of massive scale: spatial graphical model estimation with a total cardinality constraint approach
Ethan X. Fang
Han Liu
Mengdi Wang
Full Length Paper 01 October 2018 Pages: 175 - 205
Perturbed proximal primal–dual algorithm for nonconvex nonsmooth optimization
Davood Hajinezhad
Mingyi Hong
Full Length Paper 20 February 2019 Pages: 207 - 245
Sparse Kalman filtering approaches to realized covariance estimation from high frequency financial data
Michael Ho
Jack Xin
Full Length Paper 14 February 2019 Pages: 247 - 278
Computation of the maximum likelihood estimator in low-rank factor analysis
Koulik Khamaru
Rahul Mazumder
Full Length Paper 02 March 2019 Pages: 279 - 310
First-order methods almost always avoid strict saddle points
Jason D. Lee
Ioannis Panageas
Benjamin Recht
Full Length Paper 18 February 2019 Pages: 311 - 337
A successive difference-of-convex approximation method for a class of nonconvex nonsmooth optimization problems
Tianxiang Liu
Ting Kei Pong
Akiko Takeda
Full Length Paper 08 September 2018 Pages: 339 - 367
Enhanced proximal DC algorithms with extrapolation for a class of structured nonsmooth DC minimization
Zhaosong Lu
Zirui Zhou
Zhe Sun
Full Length Paper 14 September 2018 Pages: 369 - 401
Behavior of accelerated gradient methods near critical points of nonconvex functions
Michael O’Neill
Stephen J. Wright
Full Length Paper 26 October 2018 Pages: 403 - 427
Robust multicategory support matrix machines
Chengde Qian
Quoc Tran-Dinh
Yufeng Liu
Full Length Paper 28 March 2019 Pages: 429 - 463
A linearly convergent doubly stochastic Gauss–Seidel algorithm for solving linear equations and a certain class of over-parameterized optimization problems
Meisam Razaviyayn
Mingyi Hong
Zhi-Quan Luo
Full Length Paper 22 May 2019 Pages: 465 - 496
Distributed nonconvex constrained optimization over time-varying digraphs
Gesualdo Scutari
Ying Sun
Full Length Paper 16 February 2019 Pages: 497 - 544
Misspecified nonconvex statistical optimization for sparse phase retrieval
Zhuoran Yang
Lin F. Yang
Matey Neykov
Full Length Paper 18 February 2019 Pages: 545 - 571

Volume 176, Issue 1-2

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