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Cloud computing offers on-demand, scalable computing and storage, and has become an essential resource for the analyses of big biomedical data. The usual approach to cloud computing requires users to reserve and provision virtual servers.…

定量方法 · 定量生物学 2018-08-01 Dimitar Kumanov , Ling-Hong Hung , Wes Lloyd , Ka Yee Yeung

Data processing systems are increasingly deployed in the cloud. While monolithic systems run fully on virtual servers, recent systems embrace cloud infrastructure and utilize the disaggregation of compute and storage to scale them…

数据库 · 计算机科学 2025-01-15 Thomas Bodner , Theo Radig , David Justen , Daniel Ritter , Tilmann Rabl

Serverless computing (also known as functions as a service) is a new cloud computing abstraction that makes it easier to write robust, large-scale web services. In serverless computing, programmers write what are called serverless…

编程语言 · 计算机科学 2021-03-12 Abhinav Jangda , Donald Pinckney , Yuriy Brun , Arjun Guha

Serverless architectures organized around loosely-coupled function invocations represent an emerging design for many applications. Recent work mostly focuses on user-facing products and event-driven processing pipelines. In this paper, we…

分布式、并行与集群计算 · 计算机科学 2018-10-11 Youngbin Kim , Jimmy Lin

Recently, academics and the corporate sector have paid attention to serverless computing, which enables dynamic scalability and an economic model. In serverless computing, users only pay for the time they actually use resources, enabling…

分布式、并行与集群计算 · 计算机科学 2024-10-24 Muhammed Golec , Guneet Kaur Walia , Mohit Kumar , Felix Cuadrado , Sukhpal Singh Gill , Steve Uhlig

Serverless computing has emerged as a compelling paradigm for the development and deployment of a wide range of event based cloud applications. At the same time, cloud providers and enterprise companies are heavily adopting machine learning…

分布式、并行与集群计算 · 计算机科学 2018-02-13 Vatche Ishakian , Vinod Muthusamy , Aleksander Slominski

Serverless query processing has become increasingly popular due to its auto-scaling, high elasticity, and pay-as-you-go pricing. It allows cloud data warehouse (or lakehouse) users to focus on data analysis without the burden of managing…

数据库 · 计算机科学 2024-12-24 Haoqiong Bian , Dongyang Geng , Yunpeng Chai , Anastasia Ailamaki

Serverless query processing has become increasingly popular due to its advantages, including automated resource management, high elasticity, and pay-as-you-go pricing. For users who are not system experts, serverless query processing…

数据库 · 计算机科学 2024-12-24 Haoqiong Bian , Dongyang Geng , Haoyang Li , Yunpeng Chai , Anastasia Ailamaki

Serverless computing has attracted a broad range of applications due to its ease of use and resource elasticity. However, developing serverless applications often poses a dilemma -- relying on general-purpose serverless platforms can fall…

分布式、并行与集群计算 · 计算机科学 2025-07-17 Minchen Yu , Yinghao Ren , Jiamu Zhao , Jiaqi Li

Recently, serverless computing has gained recognition as a leading cloud computing method. Providing a solution that does not require direct server and infrastructure management, this technology has addressed many traditional model problems…

分布式、并行与集群计算 · 计算机科学 2025-01-20 Mohsen Ghorbian , Mostafa Ghobaei-Arani

Serverless computing has gained a significant traction in recent times because of its simplicity of development, deployment and fine-grained billing. However, while implementing complex services comprising databases, file stores, or more…

网络与互联网体系结构 · 计算机科学 2019-11-19 Bishakh Chandra Ghosh , Sourav Kanti Addya , Nishant Baranwal Somy , Shubha Brata Nath , Sandip Chakraborty , Soumya K Ghosh

Serverless computing offers an event driven pay-as-you-go framework for application development. A key selling point is the concept of no back-end server management, allowing developers to focus on application functionality. This is…

分布式、并行与集群计算 · 计算机科学 2020-12-11 Daniel Kelly , Frank G Glavin , Enda Barrett

Cloud service provider propose services to insensitive customers to use their platform. Different services can achieve the same result at different cost. In this paper, we study the efficiency of a serverless architecture for running highly…

软件工程 · 计算机科学 2019-01-15 Samuel Lavoie , Anthony Garant , Fabio Petrillo

Data lakes hold a growing amount of cold data that is infrequently accessed, yet require interactive response times. Serverless functions are seen as a way to address this use case since they offer an appealing alternative to maintaining…

数据库 · 计算机科学 2022-08-23 Simon Kassing , Ingo Müller , Gustavo Alonso

Serverless computing has become very popular today since it largely simplifies cloud programming. Developers do not need to longer worry about provisioning or operating servers, and they pay only for the compute resources used when their…

This review paper synthesizes the latest research on performance optimization strategies for serverless applications deployed on AWS Lambda. By examining recent studies, we highlight the challenges, solutions, and best practices for…

分布式、并行与集群计算 · 计算机科学 2024-07-16 Mohamed Lemine El Bechir , Cheikh Sad Bouh , Abobakr Shuwail

There is a growing interest in serverless compute, a cloud computing model that automates infrastructure resource-allocation and management while billing customers only for the resources they use. Workloads like stream processing benefit…

网络与互联网体系结构 · 计算机科学 2019-09-27 Sean Choi , Muhammad Shahbaz , Balaji Prabhakar , Mendel Rosenblum

Serverless Computing is a virtualisation-related paradigm that promises to simplify application management and to solve the last challenges in the field: scale down and easy to use. The implied cost reduction, coupled with a simplified…

密码学与安全 · 计算机科学 2022-01-28 Eduard Marin , Diego Perino , Roberto Di Pietro

Data is found everywhere, from health and human infrastructure to the surge of sensors and the proliferation of internet-connected devices. To meet this challenge, the data engineering field has expanded significantly in recent years in…

分布式、并行与集群计算 · 计算机科学 2026-03-06 Mills Staylor , Arup Kumar Sarker , Gregor von Laszewski , Geoffrey Fox , Yue Cheng , Judy Fox

This paper explores serverless cloud computing for double machine learning. Being based on repeated cross-fitting, double machine learning is particularly well suited to exploit the high level of parallelism achievable with serverless…

分布式、并行与集群计算 · 计算机科学 2021-04-21 Malte S. Kurz
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