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Deduction modulo is a way to express a theory using computation rules instead of axioms. We present in this paper an extension of deduction modulo, called Polarized deduction modulo, where some rules can only be used at positive…

计算机科学中的逻辑 · 计算机科学 2023-05-26 Gilles Dowek

Deep learning is currently the subject of intensive study. However, fundamental concepts such as representations are not formally defined -- researchers "know them when they see them" -- and there is no common language for describing and…

机器学习 · 计算机科学 2015-09-30 David Balduzzi

Many proofs in discrete mathematics and theoretical computer science are based on the probabilistic method. To prove the existence of a good object, we pick a random object and show that it is bad with low probability. This method is…

信息论 · 计算机科学 2017-08-01 Pat Morin , Wolfgang Mulzer , Tommy Reddad

This paper describes a novel method to approximate the polynomial coefficients of regression functions, with particular interest on multi-dimensional classification. The derivation is simple, and offers a fast, robust classification…

机器学习 · 统计学 2012-03-27 Péter Kövesárki

We present here a new method for evaluating determinants -- the reduction method. Firstly, in the section 2, we apply it to third-order determinants and after, in the section 3, we generalize it to higher-order determinants. In the section…

组合数学 · 数学 2011-09-06 Ricardo S. Vieira

In this book chapter, we briefly describe the main components that constitute the gradient descent method and its accelerated and stochastic variants. We aim at explaining these components from a mathematical point of view, including…

最优化与控制 · 数学 2022-12-20 Quoc Tran-Dinh , Marten van Dijk

This article provides an accessible introduction to fractional derivatives, a concept that extends classical calculus by allowing derivatives of non-integer order. It explores both the fundamental definitions and some of the most relevant…

经典分析与常微分方程 · 数学 2025-11-24 Félix del Teso , David Gómez-Castro

Computational models are quantitative representations of systems. By analyzing and comparing the outputs of such models, it is possible to gain a better understanding of the system itself. Though as the complexity of model outputs…

机器学习 · 计算机科学 2022-12-13 Colin G. Cess , Stacey D. Finley

Reinforcement learning methods for robotics are increasingly successful due to the constant development of better policy gradient techniques. A precise (low variance) and accurate (low bias) gradient estimator is crucial to face…

机器学习 · 计算机科学 2021-07-21 João Carvalho , Davide Tateo , Fabio Muratore , Jan Peters

In this article we review computational aspects of Deep Learning (DL). Deep learning uses network architectures consisting of hierarchical layers of latent variables to construct predictors for high-dimensional input-output models. Training…

机器学习 · 计算机科学 2019-08-30 Nicholas Polson , Vadim Sokolov

Decisions about how the population of the United States should be divided into legislative districts have powerful and not fully understood effects on the outcomes of elections. The problem of understanding what we might mean by "fair…

物理与社会 · 物理学 2020-06-22 Jordan S. Ellenberg

In the present article, a new method for the evaluation of fractional derivatives of arbitrary real order is proposed. Numerous but inequivalent formulations have been given in the past. Some of them exhibit unsatisfactory properties such…

泛函分析 · 数学 2021-05-04 Cyril Belardinelli

Manipulation is a problem of fundamental importance in the context of voting in which the voters exercise their votes strategically instead of voting honestly to prevent selection of an alternative that is less preferred. The…

多智能体系统 · 计算机科学 2015-02-17 Palash Dey , Neeldhara Misra , Y. Narahari

The purpose of this paper is to show that the multiplicities of a discrete series representation relatively to a compact subgroup can be "computed" geometrically, in the way predicted by the "qantization commutes with reduction" principle…

表示论 · 数学 2008-12-02 Paul-Emile Paradan

We investigate the distribution of partisanship in a cross-section of ten diverse States to elucidate how votes translate into seats won and other metrics. Markov chain simulations taking into account partisanship distribution agree…

物理与社会 · 物理学 2021-03-03 Constantine , Gonatas

The purpose of a program analysis is to compute an abstract meaning for a program which approximates its dynamic behaviour. A compositional program analysis accomplishes this task with a divide-and-conquer strategy: the meaning of a program…

编程语言 · 计算机科学 2013-10-15 Azadeh Farzan , Zachary Kincaid

We describe a dynamic programming algorithm for computing the marginal distribution of discrete probabilistic programs. This algorithm takes a functional interpreter for an arbitrary probabilistic programming language and turns it into an…

人工智能 · 计算机科学 2012-09-12 Andreas Stuhlmüller , Noah D. Goodman

We describe an approximate rational arithmetic with round-off errors (both absolute and relative) controlled by the user. The rounding procedure is based on the continued fraction expansion of real numbers. Results of computer experiments…

数值分析 · 数学 2025-10-20 Grigori Litvinov , Anatoli Rodionov , Andrei Chourkin

Inversions, also sometimes called reversals, are a major contributor to variation among bacterial genomes, with studies suggesting that those involving small numbers of regions are more likely than larger inversions. Deletions may arise in…

环与代数 · 数学 2023-07-11 Chad Clark , Julius Jonušas , James D. Mitchell , Andrew Francis

We describe an algorithm to decompose rational functions from which we determine the poset of groups fixing these functions.

数论 · 数学 2008-08-21 John McKay , David Sevilla