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This innovative practice category paper presents an innovative framework for teaching Reinforcement Learning (RL) at the undergraduate level. Recognizing the challenges posed by the complex theoretical foundations of the subject and the…

计算机与社会 · 计算机科学 2025-09-30 Muhammad Ahmed Atif , Mohammad Shahid Shaikh

This material is a rewriting and expansion of notes for beginning graduate students in seminars in combinatorics (Department of Mathematics, University of California San Diego). Solid skills in linear and multilinear algebra were required…

历史与综述 · 数学 2014-07-22 S. Gill Williamson

This study introduces an evaluation benchmark for middle school algebra to be used in artificial intelligence(AI) based educational platforms. The goal is to support the design of AI systems that can enhance learner conceptual understanding…

人机交互 · 计算机科学 2024-12-06 Otero Nancy , Druga Stefania , Lan Andrew

The problem of finding the distance from a given $n \times n$ matrix polynomial of degree $k$ to the set of matrix polynomials having the elementary divisor $(\lambda-\lambda_0)^j, \, j \geqslant r,$ for a fixed scalar $\lambda_0$ and $2…

数值分析 · 数学 2019-11-05 Biswajit Das , Shreemayee Bora

The standard way of solving a polynomial eigenvalue problem associated with a matrix polynomial starts by embedding the matrix coefficients of the polynomial into a matrix pencil, known as a strong linearization. This process transforms the…

数值分析 · 数学 2018-03-19 Froilán M. Dopico , Javier Pérez , Paul Van Dooren

We present in this paper some fundamental tools for developing matrix analysis over the complex quaternion algebra. As applications, we consider generalized inverses, eigenvalues and eigenvectors, similarity, determinants of complex…

环与代数 · 数学 2007-05-23 Yongge Tian

In the info-tech age E-Methods of learning are becoming the most important vehicle in disseminating knowledge in higher education institutions. This sector is growing and changing at a rapid speed due to developments in technologies. But…

计算机与社会 · 计算机科学 2011-08-30 Boumedyen , Kaneez , Rafael , Victor

Rough sets were proposed to deal with the vagueness and incompleteness of knowledge in information systems. There are may optimization issues in this field such as attribute reduction. Matroids generalized from matrices are widely used in…

人工智能 · 计算机科学 2015-03-13 Aiping Huang , William Zhu

The main objective of this talk is to develop a matrix pencil approach for the study of an initial value problem of a class of singular linear matrix differential equations whose coefficients are constant matrices. By using matrix pencil…

动力系统 · 数学 2015-01-26 Grigoris Kalogeropoulos , Charalambos Kontzalis

The standard way of solving the polynomial eigenvalue problem associated with a matrix polynomial is to embed the matrix polynomial into a matrix pencil, transforming the problem into an equivalent generalized eigenvalue problem. Such…

Recent work in deep learning has opened new possibilities for solving classical algorithmic tasks using end-to-end learned models. In this work, we investigate the fundamental task of solving linear systems, particularly those that are…

机器学习 · 计算机科学 2025-11-19 Pietro Sittoni , Francesco Tudisco

Usually the first course in mathematics is calculus. Its a core course in the curriculum of the Business, Engineering and the Sciences. However many students face difficulties to learn calculus. These difficulties are often caused by the…

计算机与社会 · 计算机科学 2012-12-27 Seifedine Kadry , Maha ElShalkamy

In the mid-eighties Tardos proposed a strongly polynomial algorithm for solving linear programming problems for which the size of the coefficient matrix is polynomially bounded by the dimension. Combining Orlin's primal-based modification…

最优化与控制 · 数学 2014-09-09 Shinji Mizuno , Noriyoshi Sukegawa , Antoine Deza

Matrix operations such as matrix inversion, eigenvalue decomposition, singular value decomposition are ubiquitous in real-world applications. Unfortunately, many of these matrix operations so time and memory expensive that they are…

数学软件 · 计算机科学 2015-11-04 Shusen Wang

At the University of Colorado Boulder, as part of our broader efforts to transform middle- and upper-division physics courses, we research students' difficulties with particular concepts, methods, and tools in classical mechanics,…

物理教育 · 物理学 2015-06-05 Marcos D. Caballero , Bethany R. Wilcox , Rachel E. Pepper , Steven J. Pollock

Elementary school students sometimes exhibit deplorable behaviors when faced with arithmetic problems. These behaviors may result from certain teaching practices and could be mitigated by a few actions that are relatively easy to implement…

历史与综述 · 数学 2025-04-01 Magali Hersant , Yves Thomas

Polynomial minimal bases of rational vector subspaces are a classical concept that plays an important role in control theory, linear systems theory, and coding theory. It is a common practice to arrange the vectors of any minimal basis as…

数值分析 · 数学 2016-12-13 Paul Van Dooren , Froilán M. Dopico

Traditional lectures are commonly understood to be a teacher-centered mode of instruction where the main aim is a provision of explanations by an educator to the students. Recent literature in higher education overwhelmingly depicts this…

历史与综述 · 数学 2024-02-20 Heiko Dietrich , Tanya Evans

These lecture notes focus on some numerical linear algebra algorithms in scientific computing. We assume that students are familiar with elementary linear algebra concepts such as vector spaces, systems of equations, matrices, norms,…

历史与综述 · 数学 2024-12-31 Davoud Mirzaei

We consider $m \times s$ matrices (with $m\geq s$) in a real affine subspace of dimension $n$. The problem of finding elements of low rank in such spaces finds many applications in information and systems theory, where low rank is…

符号计算 · 计算机科学 2019-07-19 Didier Henrion , Simone Naldi , Mohab Safey El Din