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In this paper, we analyze some theoretical properties of the problem of minimizing a quadratic function with a cubic regularization term, arising in many methods for unconstrained and constrained optimization that have been proposed in the…

最优化与控制 · 数学 2018-09-05 Andrea Cristofari , Tayebeh Dehghan Niri , Stefano Lucidi

The full-dimensional (metric, Euclidean, least squares) multidimensional scaling stress loss function is combined with a quadratic external penalty function term. The trajectory of minimizers of stress for increasing values of the penalty…

统计计算 · 统计学 2024-07-24 Jan de Leeuw

We consider the global minimization of smooth functions based solely on function evaluations. Algorithms that achieve the optimal number of function evaluations for a given precision level typically rely on explicitly constructing an…

最优化与控制 · 数学 2020-12-23 Alessandro Rudi , Ulysse Marteau-Ferey , Francis Bach

This work concerns the global minimization of a prescribed eigenvalue or a weighted sum of prescribed eigenvalues of a Hermitian matrix-valued function depending on its parameters analytically in a box. We describe how the analytical…

数值分析 · 数学 2016-05-11 Emre Mengi , Emre Alper Yildirim , Mustafa Kilic

One of the actual problems in the field of numerical optimisation, as is well known, is the problem of the search for the global extremum of a multivariate function [1-9,13,14,17-21]. Various versions of the random search methods [6,8,9]…

最优化与控制 · 数学 2007-05-23 Michael M. Medynski

In this paper, a sequential search method for finding the global minimum of an objective function is presented, The descent gradient search is repeated until the global minimum is obtained. The global minimum is located by a process of…

最优化与控制 · 数学 2024-02-06 Mohamed Tifroute , Anouar Lahmdani , Hassane Bouzahir

This paper propose a new frame work for finding global minima which we call optimization by cut. In each iteration, it takes some samples from the feasible region and evaluates the objective function at these points. Based on the…

系统与控制 · 电气工程与系统科学 2022-07-14 Yuanyuan Liu

The local minima of a quadratic functional depending on binary variables are discussed. An arbitrary connection matrix can be presented in the form of quasi-Hebbian expansion where each pattern is supplied with its own individual weight.…

无序系统与神经网络 · 物理学 2010-12-23 Yakov Karandashev , Boris Kryzhanovsky , Leonid Litinskii

In this paper, we first describe a matricial Newton-type algorithm designed to solve the multivariable spectrum approximation problem. We then prove its global convergence. Finally, we apply this approximation procedure to multivariate…

最优化与控制 · 数学 2008-09-30 Federico Ramponi , Augusto Ferrante , Michele Pavon

The local minima of a quadratic functional depending on binary variables are discussed. An arbitrary connection matrix can be presented in the form of quasi-Hebbian expansion where each pattern is supplied with its own individual weight.…

无序系统与神经网络 · 物理学 2010-05-25 Yakov Karandashev , Boris Kryzhanovsky , Leonid Litinskii

The problem of binary minimization of a quadratic functional in the configuration space is discussed. In order to increase the efficiency of the random-search algorithm it is proposed to change the energy functional by raising to a power…

无序系统与神经网络 · 物理学 2011-09-02 Iakov Karandashev , Boris Kryzhanovsky

The problem of minimization of a quadratic functional depending on great number of binary variables is examined. 3 variants of minimization procedure are studied with the aid of computer simulation for spin-glass matrices. It is shown that…

无序系统与神经网络 · 物理学 2009-07-16 Leonid B. Litinskii

Finding global optima in high-dimensional optimization problems is extremely challenging since the number of function evaluations required to sufficiently explore the search space increases exponentially with its dimensionality.…

机器学习 · 计算机科学 2022-11-04 Julian F. Schumann , Alejandro M. Aragón

This paper proposes a new algorithm for solving constrained global optimization problems where both the objective function and constraints are one-dimensional non-differentiable multiextremal Lipschitz functions. Multiextremal constraints…

最优化与控制 · 数学 2011-07-27 Yaroslav D. Sergeyev

(NxN)-matrix is called additive when its elements are pair-wise sums of N real numbers. For a quadratic binary functional with an additive connection matrix we succeeded in finding the global minimum expressing it through external…

无序系统与神经网络 · 物理学 2009-07-16 Leonid Litinskii

In this paper, Lipschitz univariate constrained global optimization problems where both the objective function and constraints can be multiextremal are considered. The constrained problem is reduced to a discontinuous unconstrained problem…

最优化与控制 · 数学 2015-03-19 Yaroslav D. Sergeyev , Domenico Famularo , Paolo Pugliese

In this work a linearly constrained minimization of a positive semidefinite quadratic functional is examined. Our results are concerning infinite dimensional real Hilbert spaces, with a singular positive operator related to the functional,…

最优化与控制 · 数学 2010-09-20 Dimitrios Pappas

In this article we provide an experimental algorithm that in many cases gives us an upper bound of the global infimum of a real polynomial on $\R^{n}$. It is very well known that to find the global infimum of a real polynomial on $\R^{n}$,…

最优化与控制 · 数学 2018-09-25 María López Quijorna

Quadratic constrained quadratic programming problems often occur in various fields such as engineering practice, management science, and network communication. This article mainly studies a non convex quadratic programming problem with…

最优化与控制 · 数学 2023-12-29 Bo Zhang , YueLin Gao , Xia Liu , XiaoLi Huang

The paper considers a distributed algorithm for global minimization of a nonconvex function. The algorithm is a first-order consensus + innovations type algorithm that incorporates decaying additive Gaussian noise for annealing, converging…

最优化与控制 · 数学 2019-07-23 Brian Swenson , Soummya Kar , H. Vincent Poor , José M. F. Moura
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