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Under several emerging application scenarios, such as in smart cities, operational monitoring of large infrastructure, wearable assistance, and Internet of Things, continuous data streams must be processed under very short delays. Several…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-12-05 Marcos Dias de Assuncao , Alexandre da Silva Veith , Rajkumar Buyya

It is now cost-effective to outsource large dataset and perform query over the cloud. However, in this scenario, there exist serious security and privacy issues that sensitive information contained in the dataset can be leaked. The most…

Databases · Computer Science 2020-02-25 Weiguo Wang , Hui Li , Yanguo Peng , Sourav S Bhowmick , Peng Chen , Xiaofeng Chen , Jiangtao Cui

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-29 Pedro García-López , Marc Sánchez-Artigas , Simon Shillaker , Peter Pietzuch , David Breitgand , Gil Vernik , Pierre Sutra , Tristan Tarrant , Ana Juan Ferrer

The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move away from a cloud-centric…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-15 Hamza Javed , Adel N. Toosi , Mohammad S. Aslanpour

Outsourcing data and computation to cloud server provides a cost-effective way to support large scale data storage and query processing. However, due to security and privacy concerns, sensitive data (e.g., medical records) need to be…

Databases · Computer Science 2018-06-05 Jinfei Liu , Juncheng Yang , Li Xiong , Jian Pei

Serverless computing is a new cloud service model that reduces both cloud providers' and consumers' costs through extremely agile development, operation, and charging mechanisms and has been widely applied since its emergence. Nevertheless,…

Cryptography and Security · Computer Science 2021-05-27 Xing Li , Xue Leng , Yan Chen

Elastic scaling is one of the central benefits provided by serverless platforms, and requires that they scale resource up and down in response to changing workloads. Serverless platforms scale-down resources by terminating previously…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-07 Kalev Alpernas , Aurojit Panda , Mooly Sagiv

Much like on-premises systems, the natural choice for running database analytics workloads in the cloud is to provision a cluster of nodes to run a database instance. However, analytics workloads are often bursty or low volume, leaving…

Databases · Computer Science 2019-11-27 Matthew Perron , Raul Castro Fernandez , David DeWitt , Samuel Madden

Cloud object storage such as AWS S3 is cost-effective and highly elastic but relatively slow, while high-performance cloud storage such as AWS ElastiCache is expensive and provides limited elasticity. We present a new cloud storage service…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-20 Jingyuan Zhang , Ao Wang , Xiaolong Ma , Benjamin Carver , Nicholas John Newman , Ali Anwar , Lukas Rupprecht , Dimitrios Skourtis , Vasily Tarasov , Feng Yan , Yue Cheng

Serverless computing is increasingly popular because of the promise of lower cost and the convenience it provides to users who do not need to focus on server management. This has resulted in the availability of a number of proprietary and…

Performance · Computer Science 2019-12-16 Junfeng Li , Sameer G. Kulkarni , K. K. Ramakrishnan , Dan Li

Serverless computing is an emerging cloud computing paradigm that has been applied to various domains, including machine learning, scientific computing, video processing, etc. To develop serverless computing-based software applications…

Software Engineering · Computer Science 2022-07-28 Jinfeng Wen , Zhenpeng Chen , Xuanzhe Liu

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy

Serverless computing has emerged as an attractive deployment option for cloud applications in recent times. The unique features of this computing model include, rapid auto-scaling, strong isolation, fine-grained billing options and access…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-02 Anupama Mampage , Shanika Karunasekera , Rajkumar Buyya

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-20 Anupama Mampage , Rajkumar Buyya

With the advancement of technology, the data generated in our lives is getting faster and faster, and the amount of data that various applications need to process becomes extremely huge. Therefore, we need to put more effort into analyzing…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-08 Chuan-Chi Lai , Chuan-Ming Liu , Yan-Lin Chen , Li-Chun Wang

Spatiotemporal data are being produced in continuously growing volumes by a variety of data sources and a variety of application fields rely on rapid analysis of such data. Existing systems such as PostGIS or MobilityDB usually build on…

Databases · Computer Science 2026-05-21 Diana Baumann , Tim C. Rese , David Bermbach

Serverless computing provides just-in-time infrastructure provisioning with rapid elasticity and a finely-grained pricing model. As full control of resource allocation is in the hands of the cloud provider and applications only consume…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-10 Natalie Carl , Tobias Pfandzelter , David Bermbach

In recent years, there has been a surge in the adoption of serverless computing due to the ease of deployment, attractive pay-per-use pricing, and transparent horizontal auto-scaling. At the same time, infrastructure advancements such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-15 Paul Castro , Vatche Isahagian , Vinod Muthusamy , Aleksander Slominski

The promise of ultimate elasticity and operational simplicity of serverless computing has recently lead to an explosion of research in this area. In the context of data analytics, the concept sounds appealing, but due to the limitations of…

Databases · Computer Science 2020-05-11 Ingo Müller , Renato Marroquín , Gustavo Alonso

Serverless computing has emerged as a new compelling paradigm for the deployment of applications and services. It represents an evolution of cloud programming models, abstractions, and platforms, and is a testament to the maturity and wide…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-06-13 Ioana Baldini , Paul Castro , Kerry Chang , Perry Cheng , Stephen Fink , Vatche Ishakian , Nick Mitchell , Vinod Muthusamy , Rodric Rabbah , Aleksander Slominski , Philippe Suter