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The unsupervised task of aligning two or more distributions in a shared latent space has many applications including fair representations, batch effect mitigation, and unsupervised domain adaptation. Existing flow-based approaches estimate…

机器学习 · 计算机科学 2022-03-17 Zeyu Zhou , Ziyu Gong , Pradeep Ravikumar , David I. Inouye

Six non-affine 3-parameter families of complex Hadamard matrices of order 8 are presented. These families contain Hadamard matrices that are not equivalent to any previously known Hadamard matrices in the literature. Each family arises from…

组合数学 · 数学 2025-06-25 Tuomo Valtonen

Derivative-free optimization (DFO) consists in finding the best value of an objective function without relying on derivatives. To tackle such problems, one may build approximate derivatives, using for instance finite-difference estimates.…

最优化与控制 · 数学 2024-06-04 Clément W. Royer , Oumaima Sohab , Luis Nunes Vicente

In this paper by using $W_{n}$-mapping, we introduce a composite iterative method for finding a common fixed point for infinite family of nonexpansive mappings and a solution of a certain variational inequality. Furthermore, the strong…

泛函分析 · 数学 2013-08-19 Vahid Darvish , S. M. Vaezpour

Using elementary methods, we define and derive a particular weighted average of the trapezoidal and composite trapezoidal rules and show that this approximation, as well as its composite, is straightforward in computation. This…

数值分析 · 数学 2012-08-06 Michael Brandon Youngberg

We develop the Akhiezer iteration, a generalization of the classical Chebyshev iteration, for the inner product-free, iterative solution of indefinite linear systems using orthogonal polynomials for measures supported on multiple, disjoint…

数值分析 · 数学 2024-01-18 Cade Ballew , Thomas Trogdon

Interpolation methods for nonlinear finite element discretizations are commonly used to eliminate the computational costs associated with the repeated assembly of the nonlinear systems. While the group finite element formulation…

数值分析 · 数学 2020-09-24 Kevin Tolle , Nicole Marheineke

In this paper, we develop a nonlinear reduction framework based on our recently introduced extended group finite element method. By interpolating nonlinearities onto approximation spaces defined with the help of finite elements, the…

数值分析 · 数学 2021-06-07 Kevin Tolle , Nicole Marheineke

In recent papers the author introduced a simple alternative to isoparametric finite elements of the n-simplex type, to enhance the accuracy of approximations of second-order boundary value problems with Dirichlet conditions, posed in smooth…

数值分析 · 数学 2020-03-25 Vitoriano Ruas

Quasi-Newton methods form an important class of methods for solving nonlinear optimization problems. In such methods, first order information is used to approximate the second derivative. The aim is to mimic the fast convergence that can be…

最优化与控制 · 数学 2025-02-20 Aban Ansari-Önnestam , Anders Forsgren

Measuring how quickly iterative methods converge is essential in computational mathematics, but current approaches have significant limitations. Q-order analysis requires strict smoothness conditions, while R-order analysis lacks precision…

数值分析 · 数学 2025-04-09 Xiangmin Jiao , Hongji Gao

Using the notion of multivariate lower set interpolation, we construct nodal basis functions for the serendipity family of finite elements, of any order and any dimension. For the purpose of computation, we also show how to express these…

数值分析 · 数学 2016-02-17 Michael S. Floater , Andrew Gillette

This paper presents a weakly intrusive strategy for computing a low-rank approximation of the solution of a system of nonlinear parameter-dependent equations. The proposed strategy relies on a Newton-like iterative solver which only…

数值分析 · 数学 2020-05-06 Loic Giraldi , Anthony Nouy

This paper presents an algorithm for solving multiobjective optimization problems involving composite functions, where we minimize a quadratic model that approximates $F(x) - F(x^k)$ and that can be derivative-free. We establish theoretical…

最优化与控制 · 数学 2026-01-29 V. S. Amaral , P. B. Assunção , D. R. Souza

We consider a higher-order Milstein scheme for stochastic partial differential equations with trace class noise which fulfill a certain commutativity condition. A novel technique to generally improve the order of convergence of Taylor…

数值分析 · 数学 2018-08-15 Claudine Leonhard , Andreas Rößler

This paper provides a unified perspective of iterative ensemble Kalman methods, a family of derivative-free algorithms for parameter reconstruction and other related tasks. We identify, compare and develop three subfamilies of ensemble…

数值分析 · 数学 2020-10-27 Neil K. Chada , Yuming Chen , Daniel Sanz-Alonso

A consequent approach is proposed to construct symplectic force-gradient algorithms of arbitrarily high orders in the time step for precise integration of motion in classical and quantum mechanics simulations. Within this approach the basic…

统计力学 · 物理学 2009-11-07 Igor Omelyan , Ihor Mryglod , Reinhard Folk

We propose new linear combinations of compositions of a basic second-order scheme with appropriately chosen coefficients to construct higher order numerical integrators for differential equations. They can be considered as a generalization…

数值分析 · 数学 2024-04-25 Sergio Blanes , Fernando Casas , Luke Shaw

This paper introduces an efficient algorithm for computing the best approximation of a given matrix onto the intersection of linear equalities, inequalities and the doubly nonnegative cone (the cone of all positive semidefinite matrices…

最优化与控制 · 数学 2018-03-20 Ying Cui , Defeng Sun , Kim-Chuan Toh

We present the first algorithm for computing class groups and unit groups of arbitrary number fields that provably runs in probabilistic subexponential time, assuming the Extended Riemann Hypothesis (ERH). Previous subexponential algorithms…

数论 · 数学 2026-02-20 Koen de Boer , Alice Pellet-Mary , Benjamin Wesolowski