Computational Optimization and Applications

Article	Citations
Special issue for SIMAI 2020–2021: large-scale optimization and applications	108
A numerical-and-computational study on the impact of using quaternions in the branch-and-prune algorithm for exact discretizable distance geometry problems	42
Adaptive dipole-like parameter calibration of complex black-box continuous processes	39
Formulations and algorithms for the simple cycle problem	37
A nonsmooth primal-dual method with interwoven PDE constraint solver	33
Generating representative sets for multiobjective discrete optimization problems with specified coverage errors	29
Chance-constrained programs with convex underlying functions: a bilevel convex optimization perspective	27
Scalable approximate optimal diagonal preconditioning	26
Average curvature FISTA for nonconvex smooth composite optimization problems	24
A globally convergent gradient method with momentum	24
An inexactly accelerated algorithm for nonnegative tensor CP decomposition with the column unit constraints	21
A space–time variational method for optimal control problems: well-posedness, stability and numerical solution	20
Preprocessing and valid inequalities for exact detection of critical nodes via integer programming	20
A novel global algorithm for optimal portfolio selection with maximum relative marginal risk via SCO method and SOCP relaxation	20
A Filippov approximation theorem for strengthened one-sided Lipschitz differential inclusions	19
A derivative-free Levenberg–Marquardt method for sparse nonlinear least squares problems	17
A nonlinear conjugate gradient algorithm for multiobjective optimization: multiple hybrid search direction and global rates	15
Bayesian optimization by kernel regression and density-based exploration	15
Local convergence of the Gauss–Newton methods for constrained nonlinear equations	14
Sample average approximation for portfolio optimization under CVaR constraint in a (re)insurance context	13
Doubly majorized algorithm for sparsity-inducing optimization problems with regularizer-compatible constraints	13
Behavioral portfolio optimization via cumulative prospect theory with a symmetric alternating direction method of multipliers	12
Strong global convergence properties of algorithms for nonlinear symmetric cone programming	12
A unified optimization framework for multiclass classification with structured hyperplane arrangements	12
An accelerated first-order regularized momentum descent ascent algorithm for stochastic nonconvex-concave minimax problems	12

Symplectic discretization approach for developing new proximal point algorithm	12
A randomized feasible algorithm for optimization with orthogonal constraints	11
Variable metric proximal stochastic gradient methods with additional sampling	11
Distributed stochastic compositional optimization problems over directed networks	11
On the asymptotic rate of convergence of Stochastic Newton algorithms and their Weighted Averaged versions	11
Correction: On the asymptotic rate of convergence of Stochastic Newton algorithms and their Weighted Averaged versions	11
Correction to: From Halpern’s fixed-point iterations to Nesterov’s accelerated interpretations for root-finding problems	11
Adversarial perturbations of physical signals	10
A heuristic algorithm for the cluster editing problem	10
General inertial proximal gradient method with gradient extrapolation for nonconvex nonsmooth optimization problems	10
Modeling design and control problems involving neural network surrogates	9
On constraint qualifications for non-relaxable sets and an augmented Lagrangian method	9
FIRM: federated image reconstruction using multimodal tomographic data	9
Sparse optimization via vector k-norm and DC programming with an application to feature selection for support vector machines	9
A Bi-Objective Optimization Based Acquisition Strategy for Batch Bayesian Global Optimization	9
An infeasible interior-point arc-search method with Nesterov’s restarting strategy for linear programming problems	9
Full-low evaluation methods for bound and linearly constrained derivative-free optimization	9
Computing the convex envelope of bivariate piecewise linear-quadratic functions in linear time	9
The continuous stochastic gradient method: part I–convergence theory	9
A mixed-integer PDE-constrained optimization formulation for constructing electromagnetic cloaks with multiple materials	8
Correction to: The continuous stochastic gradient method: part II–application and numerics	8
Polynomial worst-case iteration complexity of quasi-Newton primal-dual interior point algorithms for linear programming	8
Accelerated forward–backward algorithms for structured monotone inclusions	8
Error estimates for Runge–Kutta schemes of optimal control problems with index 1 DAEs	8
A mathematical programming approach to hierarchical clustering	8
The continuous stochastic gradient method: part II–application and numerics	8
A power-like method for finding the spectral radius of a weakly irreducible nonnegative symmetric tensor	8
A trust-region LP-Newton method for constrained nonsmooth equations under Hölder metric subregularity	8
Learning to locate p-hubs in situations of changes in flow	8
Bounding-focused discretization methods for the global optimization of nonconvex semi-infinite programs	8
Effective algorithms for separable nonconvex quadratic programming with one quadratic and box constraints	8
Correction: A Bregman–Kaczmarz method for nonlinear systems of equations	7
Efficient training of Gaussian processes with tensor product structure	7
Verifying Robustness of Neural Networks with Tight Semidefinite Relaxations	7
Recycling basic columns of the splitting preconditioner in interior point methods	7
An overview and comparison of spectral bundle methods for primal and dual semidefinite programs	7
A dual-based stochastic inexact algorithm for a class of stochastic nonsmooth convex composite problems	7
Second order shape optimization for an interface identification problem constrained by nonlocal models	7
Inexact log-domain interior-point methods for quadratic programming	7
Proximal-stabilized semidefinite programming	7
Enhancements of discretization approaches for non-convex mixed-integer quadratically constrained quadratic programming: Part I	7
An inexact Riemannian proximal gradient method	7
Local convergence of primal–dual interior point methods for nonlinear semidefinite optimization using the Monteiro–Tsuchiya family of search directions	6
Convergence rates for an inexact linearized ADMM for nonsmooth nonconvex optimization with nonlinear equality constraints	6
Simple approximative algorithms for free-support Wasserstein barycenters	6
Constraint hypergraph partitioning problems via recursive bipartition algorithm based on improved Dai–Kou conjugate gradient algorithm	6
Distribution-free algorithms for predictive stochastic programming in the presence of streaming data	6
Eigenvalue programming beyond matrices	6
Cardinality constrained mean-variance portfolios: a penalty decomposition algorithm	6
A nested primal–dual iterated Tikhonov method for regularized convex optimization	6

On the solution stability of parabolic optimal control problems	6
From inexact optimization to learning via gradient concentration	6
Convergence analysis for a nonlocal gradient descent method via directional Gaussian smoothing	6
Stochastic inexact augmented Lagrangian method for nonconvex expectation constrained optimization	6
Revisiting implicit variables in mathematical optimization: simplified modeling and a numerical evidence	6
An inexact regularized proximal Newton method for nonconvex and nonsmooth optimization	6
Quadratic convex reformulations for a class of complex quadratic programming problems	5
A relaxation-based probabilistic approach for PDE-constrained optimization under uncertainty with pointwise state constraints	5
An accelerated proximal gradient method for multiobjective optimization	5
SPIRAL: a superlinearly convergent incremental proximal algorithm for nonconvex finite sum minimization	5
Understanding the Douglas–Rachford splitting method through the lenses of Moreau-type envelopes	5
An easily computable upper bound on the Hoffman constant for homogeneous inequality systems	5
A proximal gradient method with an explicit line search for multiobjective optimization	5
Ultra-small world detection in networks: subgraphs with prescribed distance distributions	5
Branch-and-Model: a derivative-free global optimization algorithm	5
A family of Barzilai-Borwein steplengths from the viewpoint of scaled total least squares	5
On the forward–backward method with nonmonotone linesearch for infinite-dimensional nonsmooth nonconvex problems	5
A preconditioned inexact infeasible quantum interior point method for linear optimization	5
Value of risk aversion in perishable products supply chain management	5
Multiobjective BFGS method for optimization on Riemannian manifolds	5
A more efficient reformulation of complex SDP as real SDP	4
A stabilized sequential quadratic semidefinite programming method for degenerate nonlinear semidefinite programs	4
An efficient implementable inexact entropic proximal point algorithm for a class of linear programming problems	4
An efficient global optimization algorithm for the sum of linear ratios problems based on a novel adjustable branching rule	4
Discrete Fick’s law algorithm with new transfer function and aggregation optimization strategy for solving multiple knapsack problem	4
Treatment learning with Gini constraints by Heaviside composite optimization and a progressive method	4
Riemannian preconditioned algorithms for tensor completion via tensor ring decomposition	4
DC semidefinite programming and cone constrained DC optimization II: local search methods	4
COAP 2021 Best Paper Prize	4
A two-level distributed algorithm for nonconvex constrained optimization	4
A general preconditioner for a class of vertical tensor complementarity problems	4
A note on the convergence of deterministic gradient sampling in nonsmooth optimization	4
Stochastic projective splitting	4
Efficient differentiable quadratic programming layers: an ADMM approach	4
MultiSQP-GS: a sequential quadratic programming algorithm via gradient sampling for nonsmooth constrained multiobjective optimization	4
Accelerated nonnegative proximal gradient algorithm for sparse linear complementarity problem	4
A flexible gradient tracking algorithmic framework for decentralized optimization	4
The Levenberg–Marquardt method: an overview of modern convergence theories and more	4
Tractable hierarchies of convex relaxations for polynomial optimization on the nonnegative orthant	4
Stochastic Steffensen method	4
Derivative-free stochastic bilevel optimization for inverse problems	4
Alternative extension of the Hager–Zhang conjugate gradient method for vector optimization	4
A trust-region approach for computing Pareto fronts in multiobjective optimization	4
Spectral analysis of block preconditioners for double saddle-point linear systems with application to PDE-constrained optimization	4
Inter-DS: a cost saving algorithm for expensive constrained multi-fidelity blackbox optimization	3
A modified inexact Levenberg–Marquardt method with the descent property for solving nonlinear equations	3
Practical gradient and conjugate gradient methods on flag manifolds	3
A two-time-level model for mission and flight planning of an inhomogeneous fleet of unmanned aerial vehicles	3
An inexact alternating projection method with application to matrix completion	3
A symmetric version of the generalized Chambolle-Pock-He-Yuan method for saddle point problems	3
A stochastic moving ball approximation method for smooth convex constrained minimization	3
Cardinality objective nonlinear programs for facility capacity expansion	3
Learning to accelerate tightening of convex relaxations of the AC optimal power flow problem	3
A subgradient method with non-monotone line search	3
An arc-search interior-point algorithm for nonlinear constrained optimization	3
The sparse(st) optimization problem: reformulations, optimality, stationarity, and numerical results	3
A branch-and-prune algorithm for discrete Nash equilibrium problems	3
A new dual spectral projected gradient method for log-determinant semidefinite programming with hidden clustering structures	3
Minimum cost b-matching problems with neighborhoods	3
All saddle points for polynomial optimization	3
Robust stochastic optimal control via variance penalization: application to energy management systems	3
Optimization over the Pareto front of nonconvex multi-objective optimal control problems	3
A general framework for whiteness-based parameters selection in variational models	3
Shape optimization of polytopes and application to the polyhedral Saint–Venant inequality	3
Extension of switch point algorithm to boundary-value problems	3
Domain decomposition for entropic unbalanced optimal transport	3
A Bregman–Kaczmarz method for nonlinear systems of equations	3
Revisiting Extragradient-Type Methods: Part 1—Generalizations and Sublinear Convergence Rates	3
Preface: global optimization algorithms and applications	3
Extragradient method with feasible inexact projection to variational inequality problem	3
Globally convergent Newton-type methods for multiobjective optimization	3
A generalized shortest path tour problem with time windows	3
A unified approach for smoothing approximations to the exact $$\ell _1$$-penalty for inequality-constrained optimization	3
Distributionally robust Weber problem with uncertain demand	3
A general merit function-based global convergent framework for nonlinear optimization	3
An away-step Frank–Wolfe algorithm for constrained multiobjective optimization	3
Refining asymptotic complexity bounds for nonconvex optimization methods, including why steepest descent is $$o(\epsilon ^{-2})$$ rather than $$\mathcal{O}(\epsilon ^{-2})$$	3
Speeding up L-BFGS by direct approximation of the inverse Hessian matrix	3
A second-order sequential optimality condition for nonlinear second-order cone programming problems	3
Distributed forward-backward methods for ring networks	3

Convergence rate of inexact augmented Lagrangian method with practical relative error criterion for composite convex programming	3
COAP 2022 Best Paper Prize	3
Spectral stochastic gradient method with additional sampling for finite and infinite sums	3
Globally optimal univariate spline approximations	2
Nonsmooth nonconvex optimization on Riemannian manifolds via bundle trust region algorithm	2
Improved Gauss-Seidel type and Jacobi type methods for linear complementarity problems	2
Forward–backward splitting in bilaterally bounded Alexandrov spaces	2
Solving continuous and discrete nonlinear programs with BARON	2
A smoothing proximal gradient algorithm with extrapolation for the relaxation of $${\ell_{0}}$$ regularization problem	2
A shape optimization approach for a Batchelor flow problem	2
Inexact penalty decomposition methods for optimization problems with geometric constraints	2
A structured modified Newton approach for solving systems of nonlinear equations arising in interior-point methods for quadratic programming	2
Linearly convergent bilevel optimization with single-step inner methods	2
Efficient proximal subproblem solvers for a nonsmooth trust-region method	2
A general framework for inexact splitting algorithms with relative errors and applications to Chambolle–Pock and Davis–Yin methods	2
Stochastic average model methods	2
A successive centralized circumcentered-reflection method for the convex feasibility problem	2
COAP 2024 best paper prize: paper of Y. Diouane, V. Kungurtsev, F. Rinaldi, and D. Zeffiro	2
Robust and continuous metric subregularity for linear inequality systems	2
Shape and topology optimization for elasticity system using shape gradients and topological derivatives	2
Inexact proximal Newton methods in Hilbert spaces	2
Effectively leveraging momentum terms in stochastic line search frameworks for fast optimization of finite-sum problems	2
On a globally convergent semismooth* Newton method in nonsmooth nonconvex optimization	2
Convergence analysis of a mixed logarithmic barrier-augmented Lagrangian algorithm without constraint qualification	2
A split Levenberg-Marquardt method for large-scale sparse problems	2
A nonsmooth Riemannian trust-region method for multiobjective optimization with applications in machine learning problems	2
A fast continuous time approach for non-smooth convex optimization using Tikhonov regularization technique	2
Inexact proximal DC Newton-type method for nonconvex composite functions	2
A derivative-free approach to mixed integer constrained multiobjective nonsmooth black-box optimization	2
A New branch-and-cut algorithm for linear sum-of-ratios problem based on SLO method and LO relaxation	2
First order inertial optimization algorithms with threshold effects associated with dry friction	2
Risk-averse constrained blackbox optimization under mixed aleatory/epistemic uncertainties	2
Handling of constraints in multiobjective blackbox optimization	2
Preface to special issue on “optimal control of nonlinear differential equations”	2
Convergence rate estimates for penalty methods revisited	2
Differentiability results and sensitivity calculation for optimal control of incompressible two-phase Navier-Stokes equations with surface tension	2
T-product factorization based method for matrix and tensor completion problems	2
Mirror descent algorithm for stochastic multi-objective optimization and its application to machine learning	2
The indefinite proximal gradient method	2
A generalized alternating direction method of multipliers for tensor complementarity problems	2
Majorization-minimization-based Levenberg–Marquardt method for constrained nonlinear least squares	2
A sequence-form differentiable path-following method to compute Nash equilibria	2
On the use of restriction of the right-hand side in spatial branch-and-bound algorithms to ensure termination	2
Efficiency of higher-order algorithms for minimizing composite functions	2
A line search framework with restarting for noisy optimization problems	2
A new proximal heavy ball inexact line-search algorithm	2
A block-coordinate approach of multi-level optimization with an application to physics-informed neural networks	2
Convergence of derivative-free nonmonotone Direct Search Methods for unconstrained and box-constrained mixed-integer optimization	2
Integer set reduction for stochastic mixed-integer programming	2
Accelerated forward-backward algorithms with subgradient corrections	2
SCORE: approximating curvature information under self-concordant regularization	2
Pareto-optimal trees and Pareto forest: a bi-objective optimization model for binary classification	2
A linesearch-type normal map-based semismooth Newton method for nonsmooth nonconvex composite optimization	2
Radius theorems for subregularity in infinite dimensions	2