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We present a novel algorithm attaining excessively fast, the sought solution of linear systems of equations. The algorithm is short in its basic formulation and, by definition, vectorized, while the memory allocation demands are trivial,…

机器学习 · 计算机科学 2023-09-26 Nikolaos P. Bakas

Fast algorithms for approximation by rational functions exist for both barycentric and Thiele continued fraction (TCF) representations. We present the first numerically stable methods for derivative evaluation in the barycentric…

数值分析 · 数学 2026-01-16 Tobin A. Driscoll , Yuxing Zhou

We describe an algorithm for arbitrary-precision computation of the elementary functions (exp, log, sin, atan, etc.) which, after a cheap precomputation, gives roughly a factor-two speedup over previous state-of-the-art algorithms at…

数值分析 · 数学 2022-07-07 Fredrik Johansson

We provide a new algorithm for evaluating the gamma function at any (rational) point and a new infinite product representation free from the presence of Euler and Mascheroni constant.Formulae and inequalities seemingly new are obtained as…

经典分析与常微分方程 · 数学 2007-12-04 D. Karayannakis

In this note we provide an algorithm for computing the fractional integrals of orthogonal polynomials, which is more stable than that using the expression of the polynomials w.r.t. the canonical basis. This algorithm is aimed at solving…

数值分析 · 数学 2022-07-27 P. Amodio , L. Brugnano , F. Iavernaro

We present quantum algorithms to efficiently perform discriminant analysis for dimensionality reduction and classification over an exponentially large input data set. Compared with the best-known classical algorithms, the quantum algorithms…

量子物理 · 物理学 2016-07-12 Iris Cong , Luming Duan

Building on the blueprint from Goemans and Williamson (1995) for the Max-Cut problem, we construct a polynomial-time approximation algorithm for orthogonally constrained quadratic optimization problems. First, we derive a semidefinite…

最优化与控制 · 数学 2026-03-17 Ryan Cory-Wright , Jean Pauphilet

We analyse the complexity of computing class polynomials, that are an important ingredient for CM constructions of elliptic curves, via complex floating point approximations of their roots. The heart of the algorithm is the evaluation of…

数值分析 · 数学 2025-10-20 Andreas Enge

In numerical linear algebra, considerable effort has been devoted to obtaining faster algorithms for linear systems whose underlying matrices exhibit structural properties. A prominent success story is the method of generalized nested…

数据结构与算法 · 计算机科学 2023-10-26 Sally Dong , Gramoz Goranci , Lawrence Li , Sushant Sachdeva , Guanghao Ye

The reduction of a large number of scalar integrals to a small set of master integrals via Laporta's algorithm is common practice in multi-loop calculations. It is also a major bottleneck in terms of running time and memory consumption. It…

高能物理 - 唯象学 · 物理学 2015-06-17 Philipp Kant

We consider a popular family of constrained optimization problems arising in machine learning that involve optimizing a non-decomposable evaluation metric with a certain thresholded form, while constraining another metric of interest.…

机器学习 · 计算机科学 2021-07-30 Abhishek Kumar , Harikrishna Narasimhan , Andrew Cotter

Matrix completion is the problem of recovering a low rank matrix by observing a small fraction of its entries. A series of recent works [KOM12,JNS13,HW14] have proposed fast non-convex optimization based iterative algorithms to solve this…

数值分析 · 计算机科学 2014-11-06 Prateek Jain , Praneeth Netrapalli

We present an algorithm for the rapid numerical integration of smooth, time-periodic differential equations with small nonlinearity, particularly suited to problems with small dissipation. The emphasis is on speed without compromising…

数值分析 · 数学 2015-06-23 Michele V. Bartuccelli , Jonathan H. B. Deane , Guido Gentile

We extend Robust Optimization to fractional programming, where both the objective and the constraints contain uncertain parameters. Earlier work did not consider uncertainty in both the objective and the constraints, or did not use Robust…

最优化与控制 · 数学 2015-08-21 Bram L. Gorissen

Linear temporal logic (LTL) and omega-regular objectives -- a superset of LTL -- have seen recent use as a way to express non-Markovian objectives in reinforcement learning. We introduce a model-based probably approximately correct (PAC)…

机器学习 · 计算机科学 2024-02-22 Mateo Perez , Fabio Somenzi , Ashutosh Trivedi

Robust estimation is essential in computer vision, robotics, and navigation, aiming to minimize the impact of outlier measurements for improved accuracy. We present a fast algorithm for Geman-McClure robust estimation, FracGM, leveraging…

计算机视觉与模式识别 · 计算机科学 2024-11-22 Bang-Shien Chen , Yu-Kai Lin , Jian-Yu Chen , Chih-Wei Huang , Jann-Long Chern , Ching-Cherng Sun

We present various techniques that make orbit-following Monte Carlo simulations faster and more reliable when assessing collisionless fast particle losses due to magnetic field perturbations. These techniques are based on identifying…

等离子体物理 · 物理学 2020-02-19 Konsta Särkimäki

We present LinApart2, a major update to the LinApart algorithm for univariate partial fraction decomposition. Unlike its predecessor, LinApart2 can handle denominators of arbitrary polynomial degree without explicit factorization, while…

符号计算 · 计算机科学 2025-11-21 Levente Fekésházy , Oliver Schnetz

We introduce the linear operators of fractional integration and fractional differentiation in the framework of the Riemann-Liouville fractional calculus. Particular attention is devoted to the technique of Laplace transforms for treating…

数学物理 · 物理学 2008-05-27 Rudolf Gorenflo , Francesco Mainardi

Optical clocks based on ensembles of trapped ions offer the perspective of record frequency uncertainty with good short-term stability. Most suitable atomic species lack closed transitions for fast detection such that the clock signal has…

原子物理 · 物理学 2016-01-15 Marius Schulte , Niels Lörch , Ian D. Leroux , Piet O. Schmidt , Klemens Hammerer