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We present a subgradient method for minimizing non-smooth, non-Lipschitz convex optimization problems. The only structure assumed is that a strictly feasible point is known. We extend the work of Renegar [5] by taking a different…

最优化与控制 · 数学 2018-02-28 Benjamin Grimmer

This paper proposes a new second-order symmetric algorithm for solving decoupled forward-backward stochastic differential equations. Inspired by the alternating direction implicit splitting method for partial differential equations, we…

数值分析 · 数学 2026-01-16 Wenbo Wang , Guangyan Jia

This paper discusses several (sub)gradient methods attaining the optimal complexity for smooth problems with Lipschitz continuous gradients, nonsmooth problems with bounded variation of subgradients, weakly smooth problems with H\"older…

最优化与控制 · 数学 2016-05-02 Masoud Ahookhosh

Plan Recognition algorithms require to recognize a complete hierarchy explaining the agent's actions and goals. While the output of such algorithms is informative to the recognizer, the cost of its calculation is high in run-time, space,…

人工智能 · 计算机科学 2017-03-03 Retuh Mirsky , Ya'akov , Gal

Reduze is a computer program for reducing Feynman integrals to master integrals employing a variant of Laporta's reduction algorithm. This article describes version 2 of the program. New features include the distributed reduction of single…

高能物理 - 唯象学 · 物理学 2012-01-23 A. von Manteuffel , C. Studerus

Most ideas about what an algorithm is are very similar. Basic operations are used for transforming objects. The evaluation of internal and external states by relations has impact on the further process. A more precise definition can lead to…

逻辑 · 数学 2025-02-26 Christine Gaßner

This paper introduces a strategy for signature-based algorithms to compute Groebner basis. The signature-based algorithms generate S-pairs instead of S-polynomials, and use s-reduction instead of the usual reduction used in the Buchberger…

符号计算 · 计算机科学 2018-12-03 Kosuke Sakata

We introduce and analyze a new family of first-order optimization algorithms which generalizes and unifies both mirror descent and dual averaging. Within the framework of this family, we define new algorithms for constrained optimization…

最优化与控制 · 数学 2022-06-13 Anatoli Juditsky , Joon Kwon , Éric Moulines

The algebraic zigzag construction has recently been introduced as a combinatorial foundation for a higher dimensional notion of string diagram. For use in a proof assistant, a layout algorithm is required to determine the optimal rendering…

范畴论 · 数学 2024-02-21 Calin Tataru , Jamie Vicary

Embedding image features into a binary Hamming space can improve both the speed and accuracy of large-scale query-by-example image retrieval systems. Supervised hashing aims to map the original features to compact binary codes in a manner…

机器学习 · 计算机科学 2016-11-17 Guosheng Lin , Chunhua Shen , Anton van den Hengel

In bracket algebra, the calculation of invariant division and invariant Gr\"{o}bner basis proposed in \cite{li 2014} rely on straightening algorithm. Until now, there are at least three different types of straightening algorithms, among…

环与代数 · 数学 2018-01-12 Changpeng Shao

Exploiting higher-order derivatives in convex optimization is known at least since 1970's. In each iteration higher-order (also called tensor) methods minimize a regularized Taylor expansion of the objective function, which leads to faster…

最优化与控制 · 数学 2024-03-13 Dmitry Kamzolov , Alexander Gasnikov , Pavel Dvurechensky , Artem Agafonov , Martin Takáč

Classically, the time complexity of a first-order method is estimated by its number of gradient computations. In this paper, we study a more refined complexity by taking into account the `lingering' of gradients: once a gradient is computed…

最优化与控制 · 数学 2019-05-29 Zeyuan Allen-Zhu , David Simchi-Levi , Xinshang Wang

Given an approximation to a multiple isolated solution of a polynomial system of equations, we have provided a symbolic-numeric deflation algorithm to restore the quadratic convergence of Newton's method. Using first-order derivatives of…

数值分析 · 数学 2007-05-23 Anton Leykin , Jan Verschelde , Ailing Zhao

We introduce a novel class of finite difference approximations, termed zigzag schemes, that employ a hybrid stencil that is neither symmetrical, nor fully one-sided. These zigzag schemes often enjoy more permissive stability constraints and…

数值分析 · 数学 2025-05-26 Lorenzo Poggioni , Didier Clamond , Yves D'Angelo

Computations, where the number of results is much smaller than the input data and are produced through some sort of accumulation, are called Reductions. Reductions appear in many scientific applications. Usually, reductions admit an…

编程语言 · 计算机科学 2018-01-19 Nirmal Prajapati

A variety of lifted inference algorithms, which exploit model symmetry to reduce computational cost, have been proposed to render inference tractable in probabilistic relational models. Most existing lifted inference algorithms operate only…

机器学习 · 计算机科学 2020-02-11 Yuqiao Chen , Yibo Yang , Sriraam Natarajan , Nicholas Ruozzi

Zimmer's superrigidity theorems on higher rank Lie groups and their lattices launched a program of study aiming to classify actions of semisimple Lie groups and their lattices, known as the {\it Zimmer program}. When the group is too large…

动力系统 · 数学 2025-05-08 Danijela Damjanovic , Ralf Spatzier , Kurt Vinhage , Disheng Xu

In this paper, we propose a simple yet efficient strategy for improving the multi-objective steepest descent method proposed by Fliege and Svaiter (Math Methods Oper Res, 2000, 3: 479--494). The core idea behind this strategy involves…

最优化与控制 · 数学 2024-01-15 Wang Chen , Liping Tang , Xinmin Yang

We propose a splitting algorithm for solving a system of composite monotone inclusions formulated in the form of the extended set of solutions in real Hilbert spaces. The resluting algorithm is a an extension of the algorithm in [4]. The…

最优化与控制 · 数学 2013-08-14 Dinh Dung , Bang Cong Vu