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Market-based mechanisms such as auctions are being studied as an appropriate means for resource allocation in distributed and mulitagent decision problems. When agents value resources in combination rather than in isolation, they must often…

人工智能 · 计算机科学 2013-01-30 Craig Boutilier , Moises Goldszmidt , Bikash Sabata

With the explosive growth of wireless data, the sheer size of the mobile traffic is challenging the capacity of current wireless systems. To tackle this challenge, mobile edge caching has emerged as a promising paradigm recently, in which…

网络与互联网体系结构 · 计算机科学 2017-12-12 Xuanyu Cao , Junshan Zhang , H. Vincent Poor

In the context of fog computing, we consider a simple case when data centers are installed at the edge of the network and assume that if a request arrives at an overloaded data center, then it is forwarded to a neighboring data center with…

网络与互联网体系结构 · 计算机科学 2016-06-03 Christine Fricker , Fabrice Guillemin , Philippe Robert , Guilherme Thompson

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…

数据结构与算法 · 计算机科学 2015-03-10 Galia Shabtai , Danny Raz , Yuval Shavitt

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…

机器学习 · 计算机科学 2024-02-06 Yue Cui , Liuyi Yao , Yaliang Li , Ziqian Chen , Bolin Ding , Xiaofang Zhou

The combination of edge and cloud in the fog computing paradigm enables a new breed of data-intensive applications. These applications, however, have to face a number of fog-specific challenges which developers have to repetitively address…

分布式、并行与集群计算 · 计算机科学 2020-01-30 Jonathan Hasenburg , Martin Grambow , David Bermbach

It is unrealistic to assume that all nodes in an ad hoc wireless network would be willing to participate in cooperative communication, especially if their desired Quality-of- Service (QoS) is achievable via direct transmission. An…

信息论 · 计算机科学 2010-08-20 Amitav Mukherjee , Hyuck Kwon

Serverless computing is a paradigm in which the underlying infrastructure is fully managed by the provider, enabling applications and services to be executed with elastic resource provisioning and minimal operational overhead. A core model…

Efficient and reliable resource allocation within densely-deployed massive IoT networks remains a key challenge due to resource constraints among low-size, weight, and power (SWaP) IoT devices and within the network and limitations of…

计算机科学与博弈论 · 计算机科学 2025-10-17 Nirmal D. Wickramasinghe , John Dooley , Dirk Pesch , Indrakshi Dey

Global corporations (e.g., Google and Microsoft) have recently introduced a new model of cloud services, fuzzing-as-a-service (FaaS). Despite effectively alleviating the cost of fuzzing, the model comes with privacy concerns. For example,…

密码学与安全 · 计算机科学 2019-09-26 Fan Sang , Daehee Jang , Ming-Wei Shih , Taesoo Kim

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…

网络与互联网体系结构 · 计算机科学 2024-01-24 Carlos Guerrero , Isaac Lera , Carlos Juiz

Many sequential decision-making tasks require satisfaction of multiple, partially contradictory objectives. Existing approaches are monolithic, namely all objectives are fulfilled using a single policy, which is a function that selects a…

人工智能 · 计算机科学 2024-02-02 Guy Avni , Kaushik Mallik , Suman Sadhukhan

Edge/Fog computing is a novel computing paradigm that provides resource-limited Internet of Things (IoT) devices with scalable computing and storage resources. Compared to cloud computing, edge/fog servers have fewer resources, but they can…

分布式、并行与集群计算 · 计算机科学 2021-08-10 Qifan Deng , Rajkumar Buyya

Multi-access edge computing (MEC) is one of the enabling technologies for high-performance computing at the edge of the 6 G networks, supporting high data rates and ultra-low service latency. Although MEC is a remedy to meet the growing…

计算机科学与博弈论 · 计算机科学 2024-02-08 Ummy Habiba , Setareh Maghsudi , Ekram Hossain

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

Computation offloading is often used in mobile cloud, edge, and/or fog computing to cope with resource limitations of mobile devices in terms of computational power, storage, and energy. Computation offloading is particularly challenging in…

分布式、并行与集群计算 · 计算机科学 2019-07-26 Artur Sterz , Lars Baumgärtner , Jonas höchst , Patrick Lampe , Bernd Freisleben

Efficient and truthful mechanisms to price resources on remote servers/machines has been the subject of much work in recent years due to the importance of the cloud market. This paper considers revenue maximization in the online stochastic…

计算机科学与博弈论 · 计算机科学 2024-02-20 Shant Boodaghians , Federico Fusco , Stefano Leonardi , Yishay Mansour , Ruta Mehta

The serverless and functions as a service (FaaS) paradigms are currently trending among cloud providers and are now increasingly being applied to the network edge, and to the Internet of Things (IoT) devices. The benefits include reduced…

网络与互联网体系结构 · 计算机科学 2021-03-23 Pekka Karhula , Jan Janak , Henning Schulzrinne

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…

分布式、并行与集群计算 · 计算机科学 2017-08-04 Liang Yu , Tao Jiang , Yulong Zou

Serverless computing has emerged as a new paradigm for running short-lived computations in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest in running serverless functions at the edge. However, the…

分布式、并行与集群计算 · 计算机科学 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy
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