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We consider the problem of scheduling in constrained queueing networks with a view to minimizing packet delay. Modern communication systems are becoming increasingly complex, and are required to handle multiple types of traffic with widely…

机器学习 · 计算机科学 2021-05-04 Mohammani Zaki , Avi Mohan , Aditya Gopalan , Shie Mannor

Single-hidden layer feed forward neural networks (SLFNs) are widely used in pattern classification problems, but a huge bottleneck encountered is the slow speed and poor performance of the traditional iterative gradient-based learning…

机器学习 · 计算机科学 2019-10-28 Jie He , Tao Chen , Zhijun Zhang

This work studies online scheduling algorithms for buffer management, develops new algorithms, and analyzes their performances. Packets arrive at a release time r, with a non-negative weight w and an integer deadline d. At each time step,…

数据结构与算法 · 计算机科学 2025-11-21 Nourhan Sakr , Cliff Stein

We study the classical scheduling problem on parallel machines %with precedence constraints where the precedence graph has the bounded depth $h$. Our goal is to minimize the maximum completion time. We focus on developing approximation…

数据结构与算法 · 计算机科学 2023-02-02 Bin Fu , Yumei Huo , Hairong Zhao

While previous work on energy-efficient algorithms focused on assumption that tasks can be assigned to any processor, we initially study the problem of task scheduling on restricted parallel processors. The objective is to minimize the…

数据结构与算法 · 计算机科学 2013-09-17 Xibo Jin , Fa Zhang , Ying Song , Liya Fan , Zhiyong Liu

We consider the online problem of scheduling jobs on identical machines, where jobs have precedence constraints. We are interested in the demanding setting where the jobs sizes are not known up-front, but are revealed only upon completion…

数据结构与算法 · 计算机科学 2019-05-07 Naveen Garg , Anupam Gupta , Amit Kumar , Sahil Singla

In this paper, we develop a simple and fast online algorithm for solving a class of binary integer linear programs (LPs) arisen in general resource allocation problem. The algorithm requires only one single pass through the input data and…

数据结构与算法 · 计算机科学 2020-07-07 Xiaocheng Li , Chunlin Sun , Yinyu Ye

Latent position models (LPMs) are a large and popular class of models for random graphs. However, fitting Bayesian LPMs is computationally challenging - computing the likelihood even once takes time that is quadratic in the number of…

统计计算 · 统计学 2026-05-29 Zonghao Li , Aaron Smith

Network Functions Virtualization (NFV) aims to support service providers to deploy various services in a more agile and cost-effective way. However, the softwarization and cloudification of network functions can result in severe congestion…

网络与互联网体系结构 · 计算机科学 2017-02-24 Tuan-Minh Pham , Thi-Thuy-Lien Nguyen , Serge Fdida , Huynh Thi Thanh Binh

This paper discusses various types of constraints, difficulties and solutions to overcome the challenges regarding university course allocation problem. A hybrid evolutionary algorithm has been defined combining Local Repair Algorithm and…

神经与进化计算 · 计算机科学 2023-07-25 Dibyo Fabian Dofadar , Riyo Hayat Khan , Shafqat Hasan , Towshik Anam Taj , Arif Shakil , Mahbub Majumdar

The SDN and NFV paradigms enable novel network services which can be realized and embedded in a flexible and rapid manner. For example, SDN can be used to flexibly steer traffic from a source to a destination through a sequence of…

网络与互联网体系结构 · 计算机科学 2016-04-11 Matthias Rost , Stefan Schmid

We present a novel algorithm attaining excessively fast, the sought solution of linear systems of equations. The algorithm is short in its basic formulation and, by definition, vectorized, while the memory allocation demands are trivial,…

机器学习 · 计算机科学 2023-09-26 Nikolaos P. Bakas

We study the classical problem of minimizing the total weighted completion time on a fixed set of $m$ identical machines working in parallel, the $Pm||\sum w_jC_j$ problem in the standard three field notation for scheduling problems. This…

数据结构与算法 · 计算机科学 2025-02-20 Danny Hermelin , Tomohiro Koana , Dvir Shabtay

Computation of (approximate) polynomials common factors is an important problem in several fields of science, like control theory and signal processing. While the problem has been widely studied for scalar polynomials, the scientific…

数值分析 · 数学 2021-06-02 A. Fazzi , N. Guglielmi , I. Markovsky

We consider the flow network model to solve the multiprocessor real-time task scheduling problems. Using the flow network model or its generic form, linear programming (LP) formulation, for the problems is not new. However, the previous…

分布式、并行与集群计算 · 计算机科学 2018-10-22 Hyeonjoong Cho , Arvind Easwaran

We consider the semi-random graph model of [Makarychev, Makarychev and Vijayaraghavan, STOC'12], where, given a random bipartite graph with $\alpha$ edges and an unknown bipartition $(A, B)$ of the vertex set, an adversary can add arbitrary…

数据结构与算法 · 计算机科学 2024-06-10 Vincent Cohen-Addad , Tommaso d'Orsi , Aida Mousavifar

We consider the problem of online allocation (matching and assortments) of reusable resources where customers arrive sequentially in an adversarial fashion and allocated resources are used or rented for a stochastic duration that is drawn…

数据结构与算法 · 计算机科学 2022-07-20 Vineet Goyal , Garud Iyengar , Rajan Udwani

The paper considers scheduling on parallel machines under the constraint that some pairs of jobs cannot be processed concurrently. Each job has an associated weight, and all jobs have the same deadline. The objective is to maximise the…

数据结构与算法 · 计算机科学 2021-06-15 Yakov Zinder , Joanna Berlińska , Charlie Peter

Predicting temporal progress from visual trajectories is important for intelligent robots that can learn, adapt, and improve. However, learning such progress estimator, or temporal value function, across different tasks and domains requires…

We study the precedence-constrained resource scheduling problem [SICOMP'75]. There are $n$ jobs where each job takes a certain time to finish and has a resource requirement throughout the execution time. There are precedence among the jobs.…

数据结构与算法 · 计算机科学 2025-09-03 Rathish Das , Hao Sun
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