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相关论文: Distributed Slicing in Dynamic Systems

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P2P systems have grown dramatically in recent years. The most popular type of P2P systems are file sharing networks, which are used to share various types of content over the Internet. Due to the increase in popularity of P2P systems, the…

数据分析、统计与概率 · 物理学 2011-09-20 Yuqing Zhou

We consider a decentralized optimization problem, in which $n$ nodes collaborate to optimize a global objective function using local communications only. While many decentralized algorithms focus on \emph{gossip} communications (pairwise…

最优化与控制 · 数学 2022-05-31 Hadrien Hendrikx

On-demand peer-to-peer ride-sharing services provide flexible mobility options, and are expected to alleviate congestion by sharing empty car seats. An efficient matching algorithm is essential to the success of a ride-sharing system. The…

数据结构与算法 · 计算机科学 2021-05-28 Rui Yao , Shlomo Bekhor

Distributed learning has many computational benefits but is vulnerable to attacks from a subset of devices transmitting incorrect information. This paper investigates Byzantine-resilient algorithms in a decentralized setting, where devices…

机器学习 · 计算机科学 2025-07-04 Renaud Gaucher , Aymeric Dieuleveut , Hadrien Hendrikx

There is an increasing demand for P2P streaming in particular for layered video. In this category of applications, the stream is composed of hierarchically encoded sub-streams layers namely the base layer and enhancements layers. We…

网络与互联网体系结构 · 计算机科学 2014-01-24 Abbas Bradai , Toufik Ahmed

With network slicing in 5G networks, Mobile Network Operators can create various slices for Service Providers (SPs) to accommodate customized services. Usually, the various Service Function Chains (SFCs) belonging to a slice are deployed on…

网络与互联网体系结构 · 计算机科学 2020-08-24 Quang-Trung Luu , Sylvaine Kerboeuf , Alexandre Mouradian , Michel Kieffer

Performing computations while maintaining privacy is an important problem in todays distributed machine learning solutions. Consider the following two set ups between a client and a server, where in setup i) the client has a public data…

机器学习 · 计算机科学 2022-01-27 Praneeth Vepakomma , Julia Balla , Ramesh Raskar

This article describes a geometric partitioning software that can be used for quick computation of data partitions on many-core HPC machines. It is most suited for dynamic applications with load distributions that vary with time.…

分布式、并行与集群计算 · 计算机科学 2025-08-19 Aparna Sasidharan

Gossip algorithms are widely used in modern distributed systems, with applications ranging from sensor networks and peer-to-peer networks to mobile vehicle networks and social networks. A tremendous research effort has been devoted to…

分布式、并行与集群计算 · 计算机科学 2016-11-18 Guodong Shi , Bo Li , Mikael Johansson , Karl Henrik Johansson

The forthcoming 6G networks will embrace a new realm of AI-driven services that requires innovative network slicing strategies, namely slicing for AI, which involves the creation of customized network slices to meet Quality of service (QoS)…

网络与互联网体系结构 · 计算机科学 2024-11-06 Menna Helmy , Alaa Awad Abdellatif , Naram Mhaisen , Amr Mohamed , Aiman Erbad

In this paper we study two related iterative randomized algorithms for distributed computation of averages. The first one is the recently proposed Broadcast Gossip Algorithm, in which at each iteration one randomly selected node broadcasts…

最优化与控制 · 数学 2011-07-25 Paolo Frasca , Fabio Fagnani

The TCP congestion control protocol serves as the cornerstone of reliable internet communication. However, as new applications require more specific guarantees regarding data rate and delay, network management must adapt. Thus, service…

网络与互联网体系结构 · 计算机科学 2023-12-05 Dibbendu Roy , Goutam Das

Motivated by broad applications in various fields of engineering, we study a network resource allocation problem where the goal is to optimally allocate a fixed quantity of resources over a network of nodes. We consider large scale networks…

最优化与控制 · 数学 2018-08-06 Thinh T. Doan , Carolyn L. Beck

Clustering has become an increasingly important task in analysing huge amounts of data. Traditional applications require that all data has to be located at the site where it is scrutinized. Nowadays, large amounts of heterogeneous, complex…

数据库 · 计算机科学 2014-09-24 Eshref Januzaj , Hans-Peter Kriegel , Martin Pfeifle

Resource allocation problems in many computer systems can be formulated as mathematical optimization problems. However, finding exact solutions to these problems using off-the-shelf solvers is often intractable for large problem sizes with…

分布式、并行与集群计算 · 计算机科学 2021-10-25 Deepak Narayanan , Fiodar Kazhamiaka , Firas Abuzaid , Peter Kraft , Akshay Agrawal , Srikanth Kandula , Stephen Boyd , Matei Zaharia

We study distributed optimization problems over a network when the communication between the nodes is constrained, and so information that is exchanged between the nodes must be quantized. This imperfect communication poses a fundamental…

最优化与控制 · 数学 2018-10-30 Thinh T. Doan , Siva Theja Maguluri , Justin Romberg

We consider distributed optimization problems in which a group of agents are to collaboratively seek the global optimum through peer-to-peer communication networks. The problem arises in various application areas, such as resource…

最优化与控制 · 数学 2016-08-30 Jinming Xu , Shanying Zhu , Yeng Chai Soh , Lihua Xie

We consider a gossip network, consisting of $n$ nodes, which tracks the information at a source. The source updates its information with a Poisson arrival process and also sends updates to the nodes in the network. The nodes themselves can…

信息论 · 计算机科学 2023-10-03 Purbesh Mitra , Sennur Ulukus

Ability to find and get services is a key requirement in the development of large-scale distributed sys- tems. We consider dynamic and unstable environments, namely Peer-to-Peer (P2P) systems. In previous work, we designed a service…

分布式、并行与集群计算 · 计算机科学 2012-07-06 Eddy Caron , Florent Chuffart , Anissa Lamani , Franck Petit

This paper presents a study on data dissemination in unstructured Peer-to-Peer (P2P) network overlays. The absence of a structure in unstructured overlays eases the network management, at the cost of non-optimal mechanisms to spread…

网络与互联网体系结构 · 计算机科学 2016-09-27 Gabriele D'Angelo , Stefano Ferretti