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We study the problem of deriving policies, or rules, that when enacted on a complex system, cause a desired outcome. Absent the ability to perform controlled experiments, such rules have to be inferred from past observations of the system's…

机器学习 · 计算机科学 2020-09-09 Kailash Budhathoki , Mario Boley , Jilles Vreeken

Iterative algorithms aimed at solving some problems are discussed. For certain problems, such as finding a common point in the intersection of a finite number of convex sets, there often exist iterative algorithms that impose very little…

最优化与控制 · 数学 2010-09-28 Y. Censor , R. Davidi , G. T. Herman

The usefulness of parameterized algorithmics has often depended on what Niedermeier has called, "the art of problem parameterization". In this paper we introduce and explore a novel but general form of parameterization: the number of…

数据结构与算法 · 计算机科学 2015-05-19 Michael R. Fellows , Serge Gaspers , Frances A. Rosamond

An algorithm is proposed, analyzed, and tested for solving continuous nonlinear-equality-constrained optimization problems where the objective and constraint functions are defined by expectations or averages over large, finite numbers of…

最优化与控制 · 数学 2026-05-14 Frank E. Curtis , Lingjun Guo , Daniel P. Robinson

We propose an algorithm that test membership for regular expressions and show that the algorithm is correct. This algorithm is written in the style of a sequent proof system. The advantage of this algorithm over traditional ones is that the…

形式语言与自动机理论 · 计算机科学 2010-02-11 Keehang Kwon , Hong Pyo Ha , Jiseung Kim

In this article, we consider a simple representation for real numbers and propose top-down procedures to approximate various algebraic and transcendental operations with arbitrary precision. Detailed algorithms and proofs are provided to…

数值分析 · 计算机科学 2015-09-22 Sarmen Keshishzadeh , Jan Friso Groote

Many planning formalisms allow for mixing numeric with Boolean effects. However, most of these formalisms are undecidable. In this paper, we will analyze possible causes for this undecidability by studying the number of different…

人工智能 · 计算机科学 2023-07-28 Hayyan Helal , Gerhard Lakemeyer

The problem of multiple hypothesis testing arises when there are more than one hypothesis to be tested simultaneously for statistical significance. This is a very common situation in many data mining applications. For instance, assessing…

机器学习 · 统计学 2009-06-30 Sami Hanhijärvi , Kai Puolamäki , Gemma C. Garriga

Probabilistic argumentation allows reasoning about argumentation problems in a way that is well-founded by probability theory. However, in practice, this approach can be severely limited by the fact that probabilities are defined by adding…

人工智能 · 计算机科学 2019-03-07 Nico Potyka

Computing the probability of a formula given the probabilities or weights associated with other formulas is a natural extension of logical inference to the probabilistic setting. Surprisingly, this problem has received little attention in…

人工智能 · 计算机科学 2012-03-19 Vibhav Gogate , Pedro Domingos

Existing algorithms for generating Counterfactual Explanations (CXs) for Machine Learning (ML) typically assume fully specified inputs. However, real-world data often contains missing values, and the impact of these incomplete inputs on the…

人工智能 · 计算机科学 2026-04-10 Francesco Leofante , Daniel Neider , Mustafa Yalçıner

We propose a simple technique that, if combined with algorithms for computing functions of triangular matrices, can make them more efficient. Basically, such a technique consists in a specific scaling similarity transformation that reduces…

数值分析 · 数学 2021-11-18 João R. Cardoso , Amir Sadeghi

In this article we demonstrate how algorithmic probability theory is applied to situations that involve uncertainty. When people are unsure of their model of reality, then the outcome they observe will cause them to update their beliefs. We…

人工智能 · 计算机科学 2014-05-26 Phil Maguire , Philippe Moser , Rebecca Maguire , Mark Keane

Continuous queries over data streams may suffer from blocking operations and/or unbound wait, which may delay answers until some relevant input arrives through the data stream. These delays may turn answers, when they arrive, obsolete to…

编程语言 · 计算机科学 2024-01-17 Luís Cruz-Filipe , Graça Gaspar , Isabel Nunes

The abc conjecture, one of the most famous open problems in number theory, claims that three positive integers satisfying a+b=c cannot simultaneously have significant repetition among their prime factors; in particular, the product of the…

数论 · 数学 2014-09-11 Greg Martin , Winnie Miao

In certain real-world optimization scenarios, practitioners are not interested in solving multiple problems but rather in finding the best solution to a single, specific problem. When the computational budget is large relative to the cost…

机器学习 · 计算机科学 2026-02-10 Judith Echevarrieta , Etor Arza , Aritz Pérez , Josu Ceberio

Harmonic numbers are important in a lot of branches of number theory. By means of the derivative operator, the integral operator, and several summation and transformation formulas for hypergeometric series, we prove four series containing…

组合数学 · 数学 2023-08-15 Chuanan Wei , Ce Xu

We study approximation in the unit interval by rational numbers whose numerators are selected randomly with certain probabilities. Previous work showed that an analogue of Khintchine's Theorem holds in a similar random model and raised the…

数论 · 数学 2019-09-17 Laima Kaziulytė , Felipe A. Ramírez

An algorithm of searching a zero of an unknown undimensional function is considered, measured at a point x with some error. The step sizes are random positive values and are calculated according to the rule: if two consecutive iterations…

统计理论 · 数学 2007-06-13 Alexander Plakhov , Pedro Cruz

We consider estimation procedures which are recursive in the sense that each successive estimator is obtained from the previous one by a simple adjustment. We propose a wide class of recursive estimation procedures for the general…

统计理论 · 数学 2007-05-23 Teo Sharia
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