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As the size of modern data sets exceeds the disk and memory capacities of a single computer, machine learning practitioners have resorted to parallel and distributed computing. Given that optimization is one of the pillars of machine…

机器学习 · 统计学 2019-12-10 Biyi Fang , Diego Klabjan

We propose a framework to assess how to optimally sort and grade students of heterogenous ability. Potential employers face uncertainty regarding an individual's productive value. Knowing which school an individual went to is useful for two…

理论经济学 · 经济学 2024-02-06 Jacopo Bizzotto , Adrien Vigier

We consider optimization problems with manifold-valued constraints. These generalize classical equality and inequality constraints to a setting in which both the domain and the codomain of the constraint mapping are smooth manifolds. We…

最优化与控制 · 数学 2024-02-23 Ronny Bergmann , Roland Herzog , Julián Ortiz López , Anton Schiela

There is a growing body of work on sorting and selection in models other than the unit-cost comparison model. This work is the first treatment of a natural stochastic variant of the problem where the cost of comparing two elements is a…

数据结构与算法 · 计算机科学 2007-10-02 Stanislav Angelov , Keshav Kunal , Andrew McGregor

Several convergence results in Hilbert scales under different source conditions are proved and orders of convergence and optimal orders of convergence are derived. Also, relations between those source conditions are proved. The concept of a…

泛函分析 · 数学 2015-06-03 Gisela L. Mazzieri , Ruben D. Spies

Graded labels are ubiquitous in real-world learning-to-rank applications, especially in human rated relevance data. Traditional learning-to-rank techniques aim to optimize the ranked order of documents. They typically, however, ignore…

信息检索 · 计算机科学 2023-06-21 Le Yan , Zhen Qin , Gil Shamir , Dong Lin , Xuanhui Wang , Mike Bendersky

In this paper, we explore the radial projection method for locally finite point sets and provide numerical examples for different types of order. The main question is whether the method is suitable to analyse order in a quantitive way. Our…

动力系统 · 数学 2014-09-05 Michael Baake , Friedrich Götze , Christian Huck , Tobias Jakobi

Given an initial placement of a set of rectangles in the plane, we consider the problem of finding a disjoint placement of the rectangles that minimizes the area of the bounding box and preserves the orthogonal order i.e.\ maintains the…

计算几何 · 计算机科学 2015-02-24 Sayan Bandyapadhyay , Santanu Bhowmick , Kasturi Varadarajan

We present several new results on one of the most extensively studied topics in computational geometry, orthogonal range searching. All our results are in the standard word RAM model for points in rank space: ** We present two data…

计算几何 · 计算机科学 2011-03-30 Timothy M. Chan , Kasper Green Larsen , Mihai Patrascu

Learning from the multidimensional data has been an interesting concept in the field of machine learning. However, such learning can be difficult, complex, expensive because of expensive data processing, manipulations as the number of…

机器学习 · 计算机科学 2020-12-04 Mahbubur Rahman

We formulate coherence modeling as a regression task and propose two novel methods to combine techniques from our setup with pairwise approaches. The first of our methods is a model that we call "first-next," which operates similarly to…

计算与语言 · 计算机科学 2018-12-13 David McClure , Shayne O'Brien , Deb Roy

We consider the sensor network localization problem, which is closely related to multidimensional scaling and Euclidean distance matrix completion. Given a ground truth configuration of $n$ points in $\mathbb{R}^\ell$, we observe a subset…

最优化与控制 · 数学 2026-03-16 Christopher Criscitiello , Andrew D. McRae , Quentin Rebjock , Nicolas Boumal

The Stable Roommates problem involves matching a set of agents into pairs based on the agents' strict ordinal preference lists. The matching must be stable, meaning that no two agents strictly prefer each other to their assigned partners. A…

计算机科学与博弈论 · 计算机科学 2021-07-12 Michael McKay , David Manlove

Sorting has been one of the most challenging studied problems in different scientific researches. Although many techniques and algorithms have been proposed on the theory of having efficient parallel sorting implementation, however…

分布式、并行与集群计算 · 计算机科学 2017-01-17 Zahra Khatami , Sungpack Hong , Jinsoo Lee , Siegfried Depner , Hassan Chafi , J. Ramanujam , Hartmut Kaiser

Many selection problems are multilayered: agents first decide whether to participate and then sort among ordered or unordered categories. This paper shows that the sorting layer changes the geometry of identification. Unlike binary…

计量经济学 · 经济学 2026-05-26 Dongwoo Kim

This paper provides a theorem to compare the minimum total cost of two different Euclidean Random Assignment Problems with the same number of points, using the stochastic order of the costs of one of the pairs in these two problems. The…

数学物理 · 物理学 2023-03-30 Matteo D'Achille , Yuqi Liu

This paper studies the problem of identifying directions of axial symmetry in multivariate distributions. Theoretical results are derived on how the measure or cardinality of the set of symmetry directions relates to spherical symmetry. The…

This paper introduces a fast and numerically stable algorithm for the solution of fourth-order linear boundary value problems on an interval. This type of equation arises in a variety of settings in physics and signal processing. Our method…

数值分析 · 计算机科学 2020-01-13 William Leeb , Vladimir Rokhlin

In-place associative integer sorting technique was proposed for integer lists which requires only constant amount of additional memory replacing bucket sort, distribution counting sort and address calculation sort family of algorithms.…

数据结构与算法 · 计算机科学 2012-09-24 A. Emre Cetin

This dissertation focuses on two fundamental sorting problems: string sorting and suffix sorting. The first part considers parallel string sorting on shared-memory multi-core machines, the second part external memory suffix sorting using…

数据结构与算法 · 计算机科学 2018-08-06 Timo Bingmann