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The matrices and their sub-blocks are introduced into the study of determining various extensions in the sense of Dung's theory of argumentation frameworks. It is showed that each argumentation framework has its matrix representations, and…

人工智能 · 计算机科学 2012-09-11 Xu Yuming

Efficient multiple precision linear numerical computation libraries such as MPLAPACK are critical in dealing with ill-conditioned problems. Specifically, there are optimization methods for matrix multiplication, such as the Strassen…

数值分析 · 数学 2023-07-13 Tomonori Kouya

The nonlinear inverse problem of exponential data fitting is separable since the fitting function is a linear combination of parameterized exponential functions, thus allowing to solve for the linear coefficients separately from the…

数值分析 · 数学 2023-06-13 Annie Cuyt , Wen-shin Lee

Program understanding is an important aspect in Software Maintenance and Reengineering. Understanding the program is related to execution behaviour and relationship of variable involved in the program. The task of finding all statements in…

软件工程 · 计算机科学 2011-08-08 N. Sasirekha , A. Edwin Robert , Dr. M. Hemalatha

Given a set of matrices, modeled as samples of a matrix-valued function, we suggest a method to approximate the underline function using a product approximation operator. This operator extends known approximation methods by exploiting the…

数值分析 · 数学 2016-11-15 Nira Dyn , Uri Itai , Nir Sharon

We define and solve classes of sparse matrix problems that arise in multilevel modeling and data analysis. The classes are indexed by the number of nested units, with two-level problems corresponding to the common situation in which data on…

统计理论 · 数学 2020-03-13 Tui H. Nolan , Matt P. Wand

Numeric static analysis for Java has a broad range of potentially useful applications, including array bounds checking and resource usage estimation. However, designing a scalable numeric static analysis for real-world Java programs…

编程语言 · 计算机科学 2018-08-31 Shiyi Wei , Piotr Mardziel , Andrew Ruef , Jeffrey S. Foster , Michael Hicks

Tensors or {\em multi-way arrays} are functions of three or more indices $(i,j,k,\cdots)$ -- similar to matrices (two-way arrays), which are functions of two indices $(r,c)$ for (row,column). Tensors have a rich history, stretching over…

A data matrix may be seen simply as a means of organizing observations into rows ( e.g., by measured object) and into columns ( e.g., by measured variable) so that the observations can be analyzed with mathematical tools. As a mathematical…

其他统计学 · 统计学 2019-01-08 Max Robinson

We present MPAX (Mathematical Programming in JAX), an open-source first-order solver for large-scale linear programming (LP) and convex quadratic programming (QP) built natively in JAX. The primary goal of MPAX is to exploit modern machine…

最优化与控制 · 数学 2026-01-21 Haihao Lu , Zedong Peng , Jinwen Yang

We propose to store several integers modulo a small prime into a single machine word. Modular addition is performed by addition and possibly subtraction of a word containing several times the modulo. Modular Multiplication is not directly…

符号计算 · 计算机科学 2008-12-18 Jean-Guillaume Dumas , Laurent Fousse , Bruno Salvy

This document describes our freely distributed Maple library {\sc spectra}, for Semidefinite Programming solved Exactly with Computational Tools of Real Algebra. It solves linear matrix inequalities with symbolic computation in exact…

最优化与控制 · 数学 2020-02-12 Mohab Safey El Din , Didier Henrion , Simone Naldi , Mohab Safey , El Din

We give an introduction to the Mathematica package Lambda, designed for calculating $\lambda$-brackets in both vertex algebras, and in SUSY vertex algebras. This is equivalent to calculating operator product expansions in two-dimensional…

高能物理 - 理论 · 物理学 2011-01-28 Joel Ekstrand

In this paper, we use elementary method to give a classification of the multiplicative maps on matrix algebra $M_{n}(\mF)$ over a field $\mF$ of characteristic $0$. All the multiplicative maps are classified into three classes: the trivial…

表示论 · 数学 2022-03-04 Xiaomei Yang , Fuhai Zhu

We present a linear algebra formulation of backpropagation which allows the calculation of gradients by using a generically written ``backslash'' or Gaussian elimination on triangular systems of equations. Generally, the matrix elements are…

数值分析 · 数学 2023-09-01 Alan Edelman , Ekin Akyurek , Yuyang Wang

Data processing systems impose multiple views on data as it is processed by the system. These views include spreadsheets, databases, matrices, and graphs. The common theme amongst these views is the need to store and operate on data as…

数据库 · 计算机科学 2015-01-26 Jeremy Kepner , Julian Chaidez , Vijay Gadepally , Hayden Jansen

MadJax is a tool for generating and evaluating differentiable matrix elements of high energy scattering processes. As such, it is a step towards a differentiable programming paradigm in high energy physics that facilitates the incorporation…

高能物理 - 唯象学 · 物理学 2023-03-01 Lukas Heinrich , Michael Kagan

Package-X, a Mathematica package for the analytic computation of one-loop integrals dimensionally regulated near 4 spacetime dimensions is described. Package-X computes arbitrarily high rank tensor integrals with up to three propagators,…

高能物理 - 唯象学 · 物理学 2015-12-01 Hiren H. Patel

In software engineering (SE) tasks, the naming approach is so important that it attracts many scholars from all over the world to study how to improve the quality of method names. To accurately recommend method names, we employ a novel…

软件工程 · 计算机科学 2022-01-25 Weidong Wang , Dian Li , Yujian Kang

This paper is concerned with the taxonomy of finitely complete categories, based on 'matrix properties' - these are a particular type of exactness properties that can be represented by integer matrices. In particular, the main result of the…

范畴论 · 数学 2022-05-14 Michael Hoefnagel , Pierre-Alain Jacqmin , Zurab Janelidze