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We investigate at decision trees that incorporate both traditional queries based on one attribute and queries based on hypotheses about the values of all attributes. Such decision trees are similar to ones studied in exact learning, where…

计算复杂性 · 计算机科学 2022-03-18 Mohammad Azad , Igor Chikalov , Shahid Hussain , Mikhail Moshkov , Beata Zielosko

Many algorithms for inferring causality rely heavily on the faithfulness assumption. The main justification for imposing this assumption is that the set of unfaithful distributions has Lebesgue measure zero, since it can be seen as a…

统计理论 · 数学 2013-04-23 Caroline Uhler , Garvesh Raskutti , Peter Bühlmann , Bin Yu

Erd\H{o}s and Graham found it conceivable that the best $n$-term Egyptian underapproximation of almost every positive number for sufficiently large $n$ gets constructed in a greedy manner, i.e., from the best $(n-1)$-term Egyptian…

数论 · 数学 2024-11-25 Vjekoslav Kovač

Identifying the structure of a partially observed causal system is essential to various scientific fields. Recent advances have focused on constraint-based causal discovery to solve this problem, and yet in practice these methods often face…

机器学习 · 计算机科学 2026-05-04 Xinshuai Dong , Ignavier Ng , Haoyue Dai , Jiaqi Sun , Xiangchen Song , Peter Spirtes , Kun Zhang

We present some new results concerning Lebesgue-type inequalities for the Weak Chebyshev Greedy Algorithm (WCGA) in uniformly smooth Banach spaces $\mathbb{X}$. First, we generalize a result of Temlyakov to cover situations in which the…

泛函分析 · 数学 2022-09-13 Gustavo Garrigós

We study a foundational model of dynamic matching market with abandonment. This model has been studied by Collina et al (2020) and Aouad and Saritac (2022), and many other papers have considered special cases. We compare the performance of…

数据结构与算法 · 计算机科学 2025-07-09 Nick Arnosti , Felipe Simon

We prove thatthe Banach space $(\oplus_{n=1}^\infty \ell_p^n)_{\ell_q}$, which is isomorphic to certain Besov spaces, has a greedy basis whenever $1\leq p \leq\infty$ and $1<q<\infty$. Furthermore, the Banach spaces $(\oplus_{n=1}^\infty…

泛函分析 · 数学 2009-10-21 S. J. Dilworth , D. Freeman , E. Odell , Th. Schlumprecht

It is known that for a conditional quasi-greedy basis $\mathcal{B}$ in a Banach space $\mathbb{X}$, the associated sequence $(k_{m}[\mathcal{B}])_{m=1}^{\infty}$ of its conditionality constants verifies the estimate…

泛函分析 · 数学 2017-12-13 Fernando Albiac , José L. Ansorena

We perform an experimental study of algorithms for online bipartite matching under the known i.i.d. input model with integral types. In the last decade, there has been substantial effort in designing complex algorithms with the goal of…

数据结构与算法 · 计算机科学 2018-08-16 Allan Borodin , Christodoulos Karavasilis , Denis Pankratov

We establish the existence of a quantum lift of the greedy basis.

量子代数 · 数学 2018-06-06 Kyungyong Lee , Li Li , Dylan Rupel , Andrei Zelevinsky

When developing robust preconditioners for multiphysics problems, fractional functions of the Laplace operator often arise and need to be inverted. Rational approximation in the uniform norm can be used to convert inverting those fractional…

数值分析 · 数学 2024-07-23 James H. Adler , Xiaozhe Hu , Xue Wang , Zhongqin Xue

In this paper, we establish new advances in the theory started by T. Oikhberg in [15] where the author joins greedy approximation theory with the use of sequences with gaps. Concretely, we address and partially answer three open questions…

泛函分析 · 数学 2022-10-04 Miguel Berasategui , Pablo M. Berná

A lot of recent activity in the theory of cluster algebras has been directed towards various constructions of "natural" bases in them. One of the approaches to this problem was developed several years ago by P.Sherman - A.Zelevinsky who…

环与代数 · 数学 2019-11-01 Kyungyong Lee , Li Li , Andrei Zelevinsky

A novel and detailed convergence analysis is presented for a greedy algorithm that was previously introduced for operator reconstruction problems in the field of quantum mechanics. This algorithm is based on an offline/online decomposition…

最优化与控制 · 数学 2020-11-02 S Buchwald , G Ciaramella , Julien Salomon

We generalize the matroid-theoretic approach to greedy algorithms to the setting of poset matroids, in the sense of Barnabei, Nicoletti and Pezzoli (1998) [BNP]. We illustrate our result by providing a generalization of Kruskal algorithm…

组合数学 · 数学 2013-06-18 Luca Ferrari

We describe a greedy algorithm that approximates the Carleson constant of a collection of general sets. The approximation has a logarithmic loss in a general setting, but is optimal up to a constant with only mild geometric assumptions. The…

经典分析与常微分方程 · 数学 2022-02-22 Guillermo Rey

In this paper, we address the problem of learning the structure of a pairwise graphical model from samples in a high-dimensional setting. Our first main result studies the sparsistency, or consistency in sparsity pattern recovery,…

机器学习 · 计算机科学 2012-02-28 Ali Jalali , Chris Johnson , Pradeep Ravikumar

We propose a new concept named adaptive submodularity ratio to study the greedy policy for sequential decision making. While the greedy policy is known to perform well for a wide variety of adaptive stochastic optimization problems in…

机器学习 · 计算机科学 2019-04-25 Kaito Fujii , Shinsaku Sakaue

Kernel-based schemes are state-of-the-art techniques for learning by data. In this work we extend some ideas about kernel-based greedy algorithms to exponential-polynomial splines, whose main drawback consists in possible overfitting and…

数值分析 · 数学 2022-10-31 Rosanna Campagna , Stefano De Marchi , Emma Perracchione , Gabriele Santin

We analyze the performance of the greedy algorithm, and also a discrete semi-gradient based algorithm, for maximizing the sum of a suBmodular and suPermodular (BP) function (both of which are non-negative monotone non-decreasing) under two…

离散数学 · 计算机科学 2018-01-24 Wenruo Bai , Jeffrey A. Bilmes