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Function-as-a-Service is a popular cloud programming model that supports developers by abstracting away most operational concerns with automatic deployment and scaling of applications. Due to the high level of abstraction, developers rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-17 Trever Schirmer , Nils Japke , Sofia Greten , Tobias Pfandzelter , David Bermbach

The cloud computing is evolving as a key computing platform for sharing resources like infrastructure, platform, software etc. This has proven to be an essential requirement for extending many existing applications. Software as a service…

Software Engineering · Computer Science 2024-09-05 Mrs. Dhanamma Jagli , Sunita Mahajan , Dr. N. Subhash Chandra

Mobile edge computing and fog computing are promising techniques providing computation service closer to users to achieve lower latency. In this work, we study the optimal offloading strategy in the three-tier federated computation…

Networking and Internet Architecture · Computer Science 2021-07-13 Ren-Hung Hwang , Yuan-Cheng Lai , Ying-Dar Lin

A big data service is any data-originated resource that is offered over the Internet. The performance of a big data service depends on the data bought from the data collectors. However, the problem of optimal pricing and data allocation in…

Computer Science and Game Theory · Computer Science 2017-04-13 Yutao Jiao , Ping Wang , Dusit Niyato , Mohammad Abu Alsheikh , Shaohan Feng

As edge and fog computing become central to modern distributed systems, there's growing interest in combining serverless architectures with privacy-preserving machine learning techniques like federated learning (FL). However, current…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-08 Somayeh Sobati-M

With the rapid development of mobile communication, multimedia services have experienced explosive growth in the last few years. The high quantity of mobile users, both consuming and producing these services to and from the Cloud Computing…

Performance · Computer Science 2022-04-26 Fillipe Santos , Roger Immich , Edmundo R. M. Madeira

Task offloading provides a promising way to enhance the capability of the mobile terminal (also called terminal user) that is distributed on network edge and communicates edge clouds with wireless. Generally, there are multiple edge cloud…

Computer Science and Game Theory · Computer Science 2018-12-20 Bo Yang , Zhiyong Li , Wenbin Liu

Auction-based Federated Learning (AFL) has attracted extensive research interest due to its ability to motivate data owners to join FL through economic means. Existing works assume that only one data consumer and multiple data owners exist…

Machine Learning · Computer Science 2023-05-16 Xiaoli Tang , Han Yu

Fog computing is a promising paradigm for real-time and mission-critical Internet of Things (IoT) applications. Regarding the high distribution, heterogeneity, and limitation of fog resources, applications should be placed in a distributed…

Networking and Internet Architecture · Computer Science 2022-02-08 Maryam Eslami , Mehdi Sakhaei

Federated learning (FL) is increasingly recognized for its efficacy in training models using locally distributed data. However, the proper valuation of shared data in this collaborative process remains insufficiently addressed. In this…

Machine Learning · Computer Science 2024-02-06 Yue Cui , Liuyi Yao , Yaliang Li , Ziqian Chen , Bolin Ding , Xiaofang Zhou

Fog computing is introduced by shifting cloud resources towards the users' proximity to mitigate the limitations possessed by cloud computing. Fog environment made its limited resource available to a large number of users to deploy their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-09 Chinmaya Kumar Dehury , Shivananda Poojara , Satish Narayana Srirama

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-26 Zeinab Nezami , Kamran Zamanifar , Karim Djemame , Evangelos Pournaras

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-12 Ayesha Abdul Majeed , Peter Kilpatrick , Ivor Spence , Blesson Varghese

A decentralized optimization policy for service placement in fog computing is presented. The optimization is addressed to place most popular services as closer to the users as possible. The experimental validation is done in the iFogSim…

Networking and Internet Architecture · Computer Science 2024-01-24 Carlos Guerrero , Isaac Lera , Carlos Juiz

Edge computing has become a popular paradigm where services and applications are deployed at the network edge closer to the data sources. It provides applications with outstanding benefits, including reduced response latency and enhanced…

Networking and Internet Architecture · Computer Science 2022-09-15 Mingjin Zhang , Jiannong Cao , Yuvraj Sahni , Qianyi Chen , Shan Jiang , Tao Wu

Serverless computing has recently experienced significant adoption by several applications, especially Internet of Things (IoT) applications. In serverless computing, rather than deploying and managing dedicated virtual machines, users are…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-27 Tarek Elgamal , Atul Sandur , Klara Nahrstedt , Gul Agha

Resource allocation for cloud services is a complex task due to the diversity of the services and the dynamic workloads. One way to address this is by overprovisioning which results in high cost due to the unutilized resources. A much more…

Data Structures and Algorithms · Computer Science 2015-03-10 Galia Shabtai , Danny Raz , Yuval Shavitt

This paper presents a platform to facilitate the deployment of applications in Internet of Things (IoT) devices. The platform allows to the programmers to use a Function-as-a-Service programming paradigm that are managed and configured in a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-06-18 Sebastià Sansó , Carlos Guerrero , Isaac Lera , Carlos Juiz

Today, many auctions are carried out with the help of intermediary platforms like Google and eBay. We refer to such auctions as platform-assisted auctions.Traditionally, the auction theory literature mainly focuses on designing auctions…

Computer Science and Game Theory · Computer Science 2025-01-07 Hao Chung , Ke Wu , Elaine Shi

In this paper, we intend to reduce the operational cost of cloud data centers with the help of fog devices, which can avoid the revenue loss due to wide-area network propagation delay and save network bandwidth cost by serving nearby cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-04 Liang Yu , Tao Jiang , Yulong Zou