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Performance analysis of queueing networks is one of the most challenging areas of queueing theory. Barring very specialized models such as product-form type queueing networks, there exist very few results which provide provable…

最优化与控制 · 数学 2010-09-22 Dimitris Bertsimas , David Gamarnik , Alexander Rikun

From incorporating LLMs in education, to identifying new drugs and improving ways to charge batteries, innovators constantly try new strategies in search of better long-term outcomes for students, patients and consumers. One major…

机器学习 · 计算机科学 2024-07-11 Hyunji Alex Nam , Yash Chandak , Emma Brunskill

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 hosting environments such as IaaS clouds, desirable application performance is usually guaranteed through the use of Service Level Agreements (SLAs), which specify minimal fractions of resource capacities that must be allocated for use…

分布式、并行与集群计算 · 计算机科学 2019-12-03 Vatche Ishakian , Azer Bestavros , Assaf Kfoury

Infrastructure as a Service (IaaS) Cloud services allow users to deploy distributed applications in a virtualized environment without having to customize their applications to a specific Platform as a Service (PaaS) stack. It is common…

软件工程 · 计算机科学 2018-01-30 Christian Stier , Jörg Domaschka , Anne Koziolek , Sebastian Krach , Jakub Krzywda , Ralf Reussner

Scalability is an important characteristic of cloud computing. With scalability, cost is minimized by provisioning and releasing resources according to demand. Most of current Infrastructure as a Service (IaaS) providers deliver…

分布式、并行与集群计算 · 计算机科学 2017-01-13 Ashraf A. Shahin

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

分布式、并行与集群计算 · 计算机科学 2020-11-25 Chavit Denninnart

In the context of the rapidly evolving information technology landscape, marked by the advent of 6G communication networks, we face an increased data volume and complexity in network environments. This paper addresses these challenges by…

人工智能 · 计算机科学 2025-07-29 Chengzhuo Han

Serverless computing has emerged as a compelling new paradigm of cloud computing models in recent years. It promises the user services at large scale and low cost while eliminating the need for infrastructure management. On cloud provider…

分布式、并行与集群计算 · 计算机科学 2020-06-01 Lucia Schuler , Somaya Jamil , Niklas Kühl

Online inference is becoming a key service product for many businesses, deployed in cloud platforms to meet customer demands. Despite their revenue-generation capability, these services need to operate under tight Quality-of-Service (QoS)…

分布式、并行与集群计算 · 计算机科学 2023-05-04 Baolin Li , Siddharth Samsi , Vijay Gadepally , Devesh Tiwari

Cloud Computing is a business model revolution more than a technological one. It capitalized on various technologies that have proved themselves and reshaped the use of computers by replacing their local use by a centralized one where…

分布式、并行与集群计算 · 计算机科学 2017-02-17 Manar Abourezq , Abdellah Idrissi

The increasing momentum of service-oriented architecture has led to the emergence of divergent delivered services, where service selection is meritedly required to obtain the target service fulfilling the requirements from both users and…

分布式、并行与集群计算 · 计算机科学 2019-05-13 Songyuan Li , Jiwei Huang , Bo Cheng , Lizhen Cui , Yuliang Shi

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

We propose the QoS-aware BS-selection schemes for the distributed wireless MIMO links, which aim at minimizing the BS usages and reducing the interfering range, while satisfying diverse statistical delay-QoS constraints characterized by the…

信息论 · 计算机科学 2011-04-22 Qinghe Du , Xi Zhang

The Cloud Computing paradigm is providing system architects with a new powerful tool for building scalable applications. Clouds allow allocation of resources on a "pay-as-you-go" model, so that additional resources can be requested during…

分布式、并行与集群计算 · 计算机科学 2015-03-17 Moreno Marzolla , Raffaela Mirandola

A rapid increase in the video traffic together with an increasing demand for higher quality videos has put a significant load on content delivery networks in the recent years. Due to the relatively limited delivery infrastructure, the video…

Many algorithms in workflow scheduling and resource provisioning rely on the performance estimation of tasks to produce a scheduling plan. A profiler that is capable of modeling the execution of tasks and predicting their runtime…

分布式、并行与集群计算 · 计算机科学 2019-03-01 Muhammad H. Hilman , Maria A. Rodriguez , Rajkumar Buyya

Quality of Experience (QoE) provisioning in heterogeneous access networks (HANs) can be achieved via handoffs. The current approaches for QoE-aware handoffs either lack the availability of a network path probing method or lack the…

网络与互联网体系结构 · 计算机科学 2016-12-28 Karan Mitra , Christer Åhlund , Arkady Zaslavsky , Saguna Saguna

This paper presents a meta-learning based, automatic distribution system load forecasting model selection framework. The framework includes the following processes: feature extraction, candidate model labeling, offline training, and online…

系统与控制 · 电气工程与系统科学 2021-04-19 Yiyan Li , Si Zhang , Rongxing Hu , Ning Lu

Continuous edge inference necessitates not merely low per-timeslot latency, but sustained timeliness guarantees in the presence of time-varying channels, fluctuating edge workloads, and coupled bandwidth-computing resource constraints.…

网络与互联网体系结构 · 计算机科学 2026-05-05 Houyi Qi , Minghui Liwang , Sai Zou , Wei Ni