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The Internet of Things (IoT) requires a new processing paradigm that inherits the scalability of the cloud while minimizing network latency using resources closer to the network edge. Building up such flexibility within the edge-to-cloud…

分布式、并行与集群计算 · 计算机科学 2021-04-26 Zeinab Nezami , Kamran Zamanifar , Karim Djemame , Evangelos Pournaras

The Internet of Things needs for computing power and storage are expected to remain on the rise in the next decade. Consequently, the amount of data generated by devices at the edge of the network will also grow. While cloud computing has…

Fog computing is emerging as a promising paradigm to perform distributed, low-latency computation by jointly exploiting the radio and computing resources of end-user devices and cloud servers. However, the dynamic and distributed formation…

信息论 · 计算机科学 2019-02-25 Gilsoo Lee , Walid Saad , Mehdi Bennis

Fog computing promises to enable machine learning tasks to scale to large amounts of data by distributing processing across connected devices. Two key challenges to achieving this goal are heterogeneity in devices compute resources and…

分布式、并行与集群计算 · 计算机科学 2021-04-23 Su Wang , Yichen Ruan , Yuwei Tu , Satyavrat Wagle , Christopher G. Brinton , Carlee Joe-Wong

Fog computing offloads latency critical application services running on the Cloud in close proximity to end-user devices onto resources located at the edge of the network. The research in this paper is motivated towards characterising and…

分布式、并行与集群计算 · 计算机科学 2019-09-12 Ayesha Abdul Majeed , Peter Kilpatrick , Ivor Spence , Blesson Varghese

As the explosive growth of smart devices and the advent of many new applications, traffic volume has been growing exponentially. The traditional centralized network architecture cannot accommodate such user demands due to heavy burden on…

网络与互联网体系结构 · 计算机科学 2017-04-03 Shuo Wang , Xing Zhang , Yan Zhang , Lin Wang , Juwo Yang , Wenbo Wang

Coded caching and delivery is studied taking into account the correlations among the contents in the library. Correlations are modeled as common parts shared by multiple contents; that is, each file in the database is composed of a group of…

信息论 · 计算机科学 2017-11-13 Qianqian Yang , Deniz Gündüz

Fully decentralized learning is gaining momentum for training AI models at the Internet's edge, addressing infrastructure challenges and privacy concerns. In a decentralized machine learning system, data is distributed across multiple…

机器学习 · 计算机科学 2024-03-01 Luigi Palmieri , Chiara Boldrini , Lorenzo Valerio , Andrea Passarella , Marco Conti

Fog computing significantly enhances the efficiency of IoT applications by providing computation, storage, and networking resources at the edge of the network. In this paper, we propose a federated fog computing framework designed to…

分布式、并行与集群计算 · 计算机科学 2025-06-17 Syed Sarmad Shah , Anas Ali

Coded caching is a recently proposed technique for dealing with large scale content distribution over the Internet. As in conventional caching, it leverages the presence of local caches at the end users. However, it considers coding in the…

信息论 · 计算机科学 2016-05-06 Li Tang , Aditya Ramamoorthy

The determination of node centrality is a fundamental topic in social network studies. As an addition to established metrics, which identify central nodes based on their brokerage power, the number and weight of their connections, and the…

社会与信息网络 · 计算机科学 2020-05-26 A. Fronzetti Colladon , M. Naldi

Information-Centric Networking (ICN) is being realized as a promising approach to accomplish the shortcomings of current IP-address based networking. ICN models are based on naming the content to get rid of address-space scarcity, accessing…

网络与互联网体系结构 · 计算机科学 2018-10-15 Sobia Arshad , Muhammad Awais Azam , Mubashir Husain Rehmani , Jonathan Loo

Centrality metrics are among the main tools in social network analysis. Being central for a user of a network leads to several benefits to the user: central users are highly influential and play key roles within the network. Therefore, the…

数据结构与算法 · 计算机科学 2018-11-13 Gianlorenzo D'Angelo , Martin Olsen , Lorenzo Severini

In this paper, we examine cloud-edge-terminal IoT networks, where edges undertake a range of typical dynamic scheduling tasks. In these IoT networks, a central policy for each task can be constructed at a cloud server. The central policy…

机器学习 · 计算机科学 2023-07-04 Do-Yup Kim , Da-Eun Lee , Ji-Wan Kim , Hyun-Suk Lee

We develop an analytical framework for distribution of popular content in an Information Centric Network (ICN) that comprises of Access ICNs, a Transit ICN and a Content Provider. Using a generalized Zipf distribution to model content…

计算机科学与博弈论 · 计算机科学 2017-01-31 Mohammad Hajimirsadeghi , Narayan B. Mandayam , Alex Reznik

Content delivery in a multi-user cache-aided broadcast network is studied, where a server holding a database of correlated contents communicates with the users over a Gaussian broadcast channel (BC). The minimum transmission power required…

信息论 · 计算机科学 2018-04-27 Qianqian Yang , Parisa Hassanzadeh , Deniz Gündüz , Elza Erkip

The Internet of Things (IoT) aims to connect everyday physical objects to the internet. These objects will produce a significant amount of data. The traditional cloud computing architecture aims to process data in the cloud. As a result, a…

网络与互联网体系结构 · 计算机科学 2019-04-02 Badraddin Alturki , Stephan Reiff-Marganiec , Charith Perera , Suparna De

Today, there exist many centrality measures for assessing the importance of nodes in a network as a function of their position and the underlying topology. One class of such measures builds on eigenvector centrality, where the importance of…

社会与信息网络 · 计算机科学 2020-02-28 James B Glattfelder

Caching is a technique to reduce peak traffic rates by prefetching popular content into memories at the end users. Conventionally, these memories are used to deliver requested content in part from a locally cached copy rather than through…

信息论 · 计算机科学 2014-05-06 Mohammad Ali Maddah-Ali , Urs Niesen

Cellular and Broadcast services have been traditionally treated independently due to the different market requirements, thus resulting in different business models and orthogonal frequency allocations. However, with the advent of cheap…

信息论 · 计算机科学 2015-05-01 Symeon Chatzinotas , Dimitrios Christopoulos , Bjorn Ottersten