Convex and Nonsmooth Optimization Submissions  2018
December 2018
Convex Optimization
A Random BlockCoordinate DouglasRachford Splitting Method with Low Computational Complexity for Binary Logistic Regression
Luis M. BricenoArias, Giovanni Chierchia, Emilie Chouzenoux, JeanChristophe Pesquet
January 2018
Convergence rates of Forward–Douglas–Rachford splitting method
Cesare Molinari, Jingwei Liang, Jalal Fadili
Nonsmooth Optimization
The proximal alternating direction method of multipliers in the nonconvex setting: convergence analysis and rates
Radu Ioan Bot, DangKhoa Nguyen
Convex Optimization
Convergence rates of proximal gradient methods via the convex conjugate
David Gutman, Javier Pena
Convex Optimization
A forwardbackward penalty scheme with inertial effects for montone inclusions. Applications to convex bilevel programming
Radu Ioan Bot, DangKhoa Nguyen
Convex Optimization
Simplified Versions of the Conditional Gradient Method
Igor Konnov
Convex Optimization
Nonstationary DouglasRachford and alternating direction method of multipliers: adaptive stepsizes and convergence
Dirk A. Lorenz, Quoc TranDinh
Convex Optimization
DouglasRachford Splitting for Pathological Convex Optimization
Ernest K. Ryu, Yanli Liu, Wotao Yin
Proximal Alternating Penalty Algorithms for Nonsmooth Constrained Convex Optimization
Quoc TranDinh
Nonsmooth Optimization
Complexity of a quadratic penalty accelerated inexact proximal point method for solving linearly constrained nonconvex composite programs
Weiwei Kong, Jefferson Melo, Renato Monteiro
Convex Optimization
On QuasiNewton ForwardBackward Splitting: Proximal Calculus and Convergence
Stephen Becker, Jalal Fadili, Peter Ochs
Convex Optimization
On selfconcordant barriers for generalized power cones
Scott Roy, Lin Xiao
Convex Optimization
An Alternating Minimization Method for Matrix Completion Problem
Yuan Shen, Xin Liu
February 2018
The condition of a function relative to a polytope
David H. Gutman, Javier Pena
Nonsmooth Optimization
Stochastic subgradient method converges at the rate $O(k^{1/4})$ on weakly convex function
Damek Davis, Dmitriy Drusvyatskiy
Nonsmooth Optimization
CutPursuit Algorithm for Regularizing Nonsmooth Functionals with Graph Total Variation
Hugo Raguet, Landrieu Loïc
Pointed Closed Convex Sets are the Intersection of All Rational Supporting Closed Halfspaces
Marcel de Carli Silva, Levent Tunçel
Convex Optimization
Uniqueness of DRS as the 2 Operator ResolventSplitting and Impossibility of 3 Operator ResolventSplitting
Ernest K. Ryu
Convex Optimization
A Simple NearlyOptimal Restart Scheme For SpeedingUp FirstOrder Methods
James Renegar, Benjamin Grimmer
March 2018
Nonsmooth Optimization
Inexact Successive Quadratic Approximation for Regularized Optimization
Chingpei Lee, Stephen Wright
Nonsmooth Optimization
A Stochastic Semismooth Newton Method for Nonsmooth Nonconvex Optimization
Andre Milzarek, Xiantao Xiao, Shicong Cen, Zaiwen Wen, Michael Ulbrich
Projective Splitting with Forward Steps: Asynchronous and BlockIterative Operator Splitting
Patrick R. Johnstone, Jonathan Eckstein
Convex Optimization
IterationComplexity of FirstOrder Augmented Lagrangian Methods for Convex Conic Programming
Zhaosong Lu, Zirui Zhou
Stochastic modelbased minimization of weakly convex functions
Damek Davis, Dmitriy Drusvyatskiy
Entropic proximal operators for nonnegative trigonometric polynomials
HsiaoHan Chao, Lieven Vandenberghe
April 2018
Convex Optimization
BBCPOP: A Sparse Doubly Nonnegative Relaxation of Polynomial Optimization Problems with Binary, Box and Complementarity Constraints
Naoki Ito, Sunyoung Kim, Masakazu Kojima, Akiko Takeda, KimChuan Toh
Convex Optimization
User Manual for BBCPOP: A Sparse Doubly Nonnegative Relaxation of Polynomial Optimization Problems with Binary, Box and Complementarity Constraints
Naoki Ito, Sunyoung Kim, Masakazu Kojima, Akiko Takeda, KimChuan Toh
New inertial factors of a splitting method for monotone inclusions
Dong Yunda, Fang Bingbing , Wang Xiangyang
Complexity of gradient descent for multiobjective optimization
J. Fliege, A. I. F. Vaz, L. N. Vicente
Convex Optimization
PrimalDual InteriorPoint Methods for DomainDriven Formulations: Algorithms
Mehdi Karimi, Levent Tuncel
Nonsmooth Optimization
Fast Multilevel Algorithms for Compressive Principle Component Pursuit
Vahan Hovhannisyan, Yannis Panagakis, Panos Parpas, Stefanos Zafeiriou
