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Conformal prediction constructs a confidence set for an unobserved response of a feature vector based on previous identically distributed and exchangeable observations of responses and features. It has a coverage guarantee at any nominal…

机器学习 · 统计学 2022-12-08 Eugene Ndiaye , Ichiro Takeuchi

In order to associate complex traits with genetic polymorphisms, genome-wide association studies process huge datasets involving tens of thousands of individuals genotyped for millions of polymorphisms. When handling these datasets, which…

计算工程、金融与科学 · 计算机科学 2013-05-02 Elmar Peise , Diego Fabregat , Yurii Aulchenko , Paolo Bientinesi

We consider a natural scheduling problem which arises in many distributed computing frameworks. Jobs with diverse resource requirements (e.g. memory requirements) arrive over time and must be served by a cluster of servers, each with a…

网络与互联网体系结构 · 计算机科学 2019-01-21 Konstantinos Psychas , Javad Ghaderi

Contention resolution schemes have proven to be a useful and unifying abstraction for a variety of constrained optimization problems, in both offline and online arrival models. Much of prior work restricts attention to product distributions…

数据结构与算法 · 计算机科学 2020-04-30 Shaddin Dughmi

Social storage systems are a good alternative to existing data backup systems of local, centralized, and P2P backup. In this paper, we look at two untouched aspects of social storage systems. One aspect involves modelling social storage as…

计算机科学与博弈论 · 计算机科学 2018-04-11 Pramod Mane , Kapil Ahuja , Nagarajan Krishnamurthy

Most consumer-level low-cost unmanned aerial vehicles (UAVs) have limited battery power and long charging time. Due to these energy constraints, they cannot accomplish many practical tasks, such as monitoring a sport or political event for…

机器人学 · 计算机科学 2021-01-27 Jyh-Ming Lien , Sam Rodriguez , Marco Morales

We consider two covering variants of the network design problem. We are given a set of origin/destination pairs, called O/D pairs, and each such O/D pair is covered if there exists a path in the network from the origin to the destination…

最优化与控制 · 数学 2021-09-07 Víctor Bucarey , Bernard Fortz , Natividad González-Blanco , Martine Labbé , Juan A. Mesa

In several applications in distributed systems, an important design criterion is ensuring that the network is sparse, i.e., does not contain too many edges, while achieving reliable connectivity. Sparsity ensures communication overhead…

社会与信息网络 · 计算机科学 2025-08-19 Mansi Sood , Eray Can Elumar , Osman Yagan

This paper studies two crucial problems in the context of coded distributed storage systems directly related to their performance: 1) for a fixed alphabet size, determine the minimum number of servers the system must have for its service…

信息论 · 计算机科学 2024-07-02 Altan B. Kilic , Alberto Ravagnani , Emina Soljanin

We consider the problem of covering multiple submodular constraints. Given a finite ground set $N$, a cost function $c: N \rightarrow \mathbb{R}_+$, $r$ monotone submodular functions $f_1,f_2,\ldots,f_r$ over $N$ and requirements…

数据结构与算法 · 计算机科学 2025-09-04 Tanvi Bajpai , Chandra Chekuri , Pooja Kulkarni

Bin covering is a dual version of classic bin packing. Thus, the goal is to cover as many bins as possible, where covering a bin means packing items of total size at least one in the bin. For online bin covering, competitive analysis fails…

数据结构与算法 · 计算机科学 2014-02-28 Marie G. Christ , Lene M. Favrholdt , Kim S. Larsen

A natural hypothesis for the success of reservoir computing in generic tasks is the ability of the untrained reservoir to map different input time series to separable reservoir states - a property we term separation capacity. We provide a…

机器学习 · 统计学 2025-03-24 Youness Boutaib

We propose a general analytical framework for single-facility continuous location problems under spatial demand uncertainty. In contrast to classical formulations based on discrete or regionally aggregated demands, the proposed model…

最优化与控制 · 数学 2025-11-05 Víctor Blanco , Miguel Martínez-Antón

We consider some crucial problems related to the secure and reliable operation of power systems with high renewable penetrations: how much reserve should we procure, how should reserve resources distribute among different locations, and how…

系统与控制 · 电气工程与系统科学 2021-07-19 Jiantao Shi , Ye Guo , Lang Tong , Wenchuan Wu , Hongbin Sun

This dissertation explores the area of real-time IP networking for embedded devices, especially those with limited computational resources. With the increasing convergence of information and operational technologies in various industries,…

网络与互联网体系结构 · 计算机科学 2024-11-26 Ilja Behnke

The concept of space-bounded computability has become significantly important in handling vast data sets on memory-limited computing devices. To replenish the existing short list of NL-complete problems whose instance sizes are dictated by…

计算复杂性 · 计算机科学 2022-06-22 Tomoyuki Yamakami

The Survivable Network Design problem (SNDP) is a well-studied problem, motivated by the design of networks that are robust to faults under the assumption that any subset of edges up to a specific number can fail. We consider non-uniform…

数据结构与算法 · 计算机科学 2024-03-26 Chandra Chekuri , Rhea Jain

The area coverage problem is the task of efficiently servicing a given two-dimensional surface using sensors mounted on robots such as unmanned aerial vehicles (UAVs) and unmanned ground vehicles (UGVs). We present a novel formulation for…

机器人学 · 计算机科学 2022-08-23 Saurav Agarwal , Srinivas Akella

Collaborative working is increasingly popular, but it presents challenges due to the need for high responsiveness and disconnected work support. To address these challenges the data is optimistically replicated at the edges of the network,…

数据库 · 计算机科学 2012-12-12 Stéphane Martin , Mehdi Ahmed-Nacer , Pascal Urso

Generalized planning is about finding plans that solve collections of planning instances, often infinite collections, rather than single instances. Recently it has been shown how to reduce the planning problem for generalized planning to…

人工智能 · 计算机科学 2019-06-03 Blai Bonet , Raquel Fuentetaja , Yolanda E-Martin , Daniel Borrajo