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This paper presents a new algorithmic framework for computing sparse solutions to large-scale linear discrete ill-posed problems. The approach is motivated by recent perspectives on iteratively reweighted norm schemes, viewed through the…

数值分析 · 数学 2025-02-05 Lucas Onisk , Malena Sabaté Landman

We provide a summary of the mathematical and computational techniques that have enabled learning reductions to effectively address a wide class of problems, and show that this approach to solving machine learning problems can be broadly…

机器学习 · 计算机科学 2015-02-11 Alina Beygelzimer , Hal Daumé , John Langford , Paul Mineiro

Quantum computers use the quantum interference of different computational paths to enhance correct outcomes and suppress erroneous outcomes of computations. A common pattern underpinning quantum algorithms can be identified when quantum…

量子物理 · 物理学 2009-10-30 Richard Cleve , Artur Ekert , Chiara Macchiavello , Michele Mosca

We give a general method for rounding linear programs that combines the commonly used iterated rounding and randomized rounding techniques. In particular, we show that whenever iterated rounding can be applied to a problem with some slack,…

数据结构与算法 · 计算机科学 2019-07-19 Nikhil Bansal

Several open problems in algebraic logic are solved.

逻辑 · 数学 2013-04-05 Tarek Sayed Ahmed

We present two new quantum algorithms. Our first algorithm is a generalization of amplitude amplification to the case when parts of the quantum algorithm that is being amplified stop at different times. Our second algorithm uses the first…

量子物理 · 物理学 2010-11-16 Andris Ambainis

The matrix completion problem aims to reconstruct a low-rank matrix based on a revealed set of possibly noisy entries. Prior works consider completing the entire matrix with generalization error guarantees. However, the completion accuracy…

机器学习 · 计算机科学 2023-12-19 Elad Hazan , Adam Tauman Kalai , Varun Kanade , Clara Mohri , Y. Jennifer Sun

The aim of this work is to improve Wilker inequalities near the origin and {\pi}/2.

经典分析与常微分方程 · 数学 2013-12-24 Cristinel Mortici

We propose a novel recursive system identification algorithm for linear autoregressive systems with skewed innovations. The algorithm is based on the variational Bayes approximation of the model with a multivariate normal prior for the…

系统与控制 · 计算机科学 2016-12-13 Henri Nurminen , Tohid Ardeshiri

The work is devoted to the construction of a new interval arithmetic which would combine algorithmic efficiency and high quality estimation of the ranges of expressions.

数值分析 · 数学 2022-04-21 Dmitry A. Skorik

The unfolding problem formulation for correcting experimental data distortions due to finite resolution and limited detector acceptance is discussed. A novel validation of the problem solution is proposed. Attention is drawn to fact that…

数据分析、统计与概率 · 物理学 2016-04-08 Nikolai Gagunashvili

This paper presents a novel approach to automatically solving arithmetic word problems. This is the first algorithmic approach that can handle arithmetic problems with multiple steps and operations, without depending on additional…

计算与语言 · 计算机科学 2016-08-23 Subhro Roy , Dan Roth

This paper presents an iterative method suitable for inverting semilinear problems which are important kernels in many numerical applications. The primary idea is to employ a parametrization that is able to reduce semilinear problems into…

数值分析 · 数学 2019-08-02 Prosper Torsu

This paper is about iteratively reweighted basis-pursuit algorithms for compressed sensing and matrix completion problems. In a first part, we give a theoretical explanation of the fact that reweighted basis pursuit can improve a lot upon…

信息论 · 计算机科学 2011-07-11 Stéphane Gaïffas , Guillaume Lecué

A polynomial algorithm is obtained for the NP-complete linear ordering problem.

计算复杂性 · 计算机科学 2007-05-23 Givi Bolotashvili

In this paper we study randomized optimal stopping problems and consider corresponding forward and backward Monte Carlo based optimisation algorithms. In particular we prove the convergence of the proposed algorithms and derive the…

最优化与控制 · 数学 2020-02-05 Christian Bayer , Denis Belomestny , Paul Hager , Paolo Pigato , John Schoenmakers

In this paper we initiate a somewhat detailed investigation of the relationships between quantitative recurrence indicators and algorithmic complexity of orbits in weakly chaotic dynamical systems. We mainly focus on examples.

动力系统 · 数学 2009-11-10 C. Bonanno , S. Galatolo , S. Isola

In this short note we give incremental algorithms for the following lattice problems: finding a basis of a lattice, computing the successive minima, and determining the orthogonal decomposition. We prove an upper bound for the number of…

数论 · 数学 2007-05-23 Boris Hemkemeier , Frank Vallentin

As the development of distributed systems progresses, more and more challenges arise and the need for developing optimized systems and for optimizing existing systems from multiple perspectives becomes more stringent. In this paper I…

数据结构与算法 · 计算机科学 2009-03-21 Mugurel Ionut Andreica

In this paper we study random optimization problems where random functions are investigated in sample paths. Some sufficient conditions ensuring the existence of random solutions to random optimization problems are proposed.

概率论 · 数学 2020-05-14 Ta Ngoc Anh