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There is broad agreement in the literature that explanation methods should be faithful to the model that they explain, but faithfulness remains a rather vague term. We revisit faithfulness in the context of continuous data and propose two…

机器学习 · 计算机科学 2022-05-20 Nico Potyka , Xiang Yin , Francesca Toni

Probabilistic model checking computes probabilities and expected values related to designated behaviours of interest in Markov models. As a formal verification approach, it is applied to critical systems; thus we trust that probabilistic…

计算机科学中的逻辑 · 计算机科学 2021-10-19 Arnd Hartmanns

Debugging accumulation of floating-point errors is hard; ideally, computer should track it automatically. Here we consider twofold approximation of an exact real with value + error pair of floating-point numbers. Normally, value + error sum…

数值分析 · 计算机科学 2014-01-06 Evgeny Latkin

We study the faithfulness of an explanation system to the underlying prediction model. We show that this can be captured by two properties, consistency and sufficiency, and introduce quantitative measures of the extent to which these hold.…

机器学习 · 计算机科学 2022-02-03 Sanjoy Dasgupta , Nave Frost , Michal Moshkovitz

Reducing the conditions under which a given set satisfies the stipulations of the subset sum proposition to a set of linear relationships, the question of whether a set satisfies subset sum may be answered in a polynomial number of steps by…

数据结构与算法 · 计算机科学 2017-05-16 Aubrey Alston

A blend of two Taylor series for the same smooth real- or complex-valued function of a single variable can be useful for approximation. We use an explicit formula for a two-point Hermite interpolational polynomial to construct such blends.…

数学软件 · 计算机科学 2020-12-01 Robert M. Corless , Erik Postma

In computer aided geometric design a polynomial is usually represented in Bernstein form. The de Casteljau algorithm is the most well-known algorithm for evaluating a polynomial in this form. Evaluation via the de Casteljau algorithm has…

数值分析 · 数学 2018-08-22 Danny Hermes

Frequently, a set of objects has to be evaluated by a panel of assessors, but not every object is assessed by every assessor. A problem facing such panels is how to take into account different standards amongst panel members and varying…

统计方法学 · 统计学 2017-02-16 Robert S. MacKay , Ralph Kenna , Robert J. Low , Sarah Parker

Logical forgetting is \np-complete even in the simple case of propositional Horn formulae, and may exponentially increase their size. A way to forget is to replace each variable to forget with the body of each clause whose head is the…

人工智能 · 计算机科学 2024-01-30 Paolo Liberatore

Horn-satisfiability or Horn-SAT is the problem of deciding whether a satisfying assignment exists for a Horn formula, a conjunction of clauses each with at most one positive literal (also known as Horn clauses). It is a well-known…

分布式、并行与集群计算 · 计算机科学 2023-05-26 Ananth Hari , Uzi Vishkin

Linear programming (LP) problems with gainfree Leontief substitution systems have been intensively studied in economics and operations research, and include the feasibility problem of a class of Horn systems, which arises in, e.g.,…

数据结构与算法 · 计算机科学 2023-06-07 Kei Kimura , Kazuhisa Makino

In this paper, we consider the existence of a factorization of a monic, bounded motion polynomial. We prove existence of factorizations, possibly after multiplication with a real polynomial and provide algorithms for computing polynomial…

符号计算 · 计算机科学 2015-02-27 Zijia Li , Josef Schicho , Hans-Peter Schröcker

We describe an algorithm for quantum state tomography that converges in polynomial time to an estimate, together with a rigorous error bound on the fidelity between the estimate and the true state. The result suggests that state tomography…

量子物理 · 物理学 2010-02-23 Steven T. Flammia , David Gross , Stephen D. Bartlett , Rolando Somma

In multi-fidelity optimization, biased approximations of varying costs of the target function are available. This paper studies the problem of optimizing a locally smooth function with a limited budget, where the learner has to make a…

机器学习 · 统计学 2026-04-20 Come Fiegel , Victor Gabillon , Michal Valko

An important research thread in algorithmic game theory studies the design of efficient truthful mechanisms that approximate the optimal social welfare. A fundamental question is whether an \alpha-approximation algorithm translates into an…

计算机科学与博弈论 · 计算机科学 2015-05-13 Chandra Chekuri , Iftah Gamzu

The present paper is a continuation of the author's previous works, in which necessary and sufficient local extrema at a stationary point of a polynomial or a power series (and thus of an analytic function) are given. It is known that for…

最优化与控制 · 数学 2024-02-29 V. N. Nefedov

Given a function f: [a,b] -> R, if f(a) < 0 and f(b)> 0 and f is continuous, the Intermediate Value Theorem implies that f has a root in [a,b]. Moreover, given a value-oracle for f, an approximate root of f can be computed using the…

计算机科学与博弈论 · 计算机科学 2024-03-01 Alexandros Hollender , Chester Lawrence , Erel Segal-Halevi

It was recently shown that a version of the greedy algorithm gives a construction of fault-tolerant spanners that is size-optimal, at least for vertex faults. However, the algorithm to construct this spanner is not polynomial-time, and the…

数据结构与算法 · 计算机科学 2020-05-26 Michael Dinitz , Caleb Robelle

In numeric-intensive computations, it is well known that the execution of floating-point programs is imprecise as floating-point arithmetic incurs round-off errors. Although round-off errors are small for a single floating-point operation,…

编程语言 · 计算机科学 2026-05-05 Xuran Cai , Liqian Chen , Hongfei Fu

By representing the range of fair betting odds according to a pair of confidence set estimators, dual probability measures on parameter space called frequentist posteriors secure the coherence of subjective inference without any prior…

统计理论 · 数学 2012-05-02 David R. Bickel