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With the increase in agent-based applications, there are now agent systems that support \emph{concurrent} client accesses. The ability to process large volumes of simultaneous requests is critical in many such applications. In such a…

Multiagent Systems · Computer Science 2007-05-23 Fatma Ozcan , VS Subrahmanian , Juergen Dix

We study a model of congestible resources, where pricing and scheduling are intertwined. Motivated by the problem of pricing cloud instances, we model a cloud computing service as linked $GI/GI/\cdot$ queuing systems where the provider…

Computer Science and Game Theory · Computer Science 2017-01-09 Vineet Abhishek , Ian A. Kash , Peter Key

Today, a paradigm shift is being observed in science, where the focus is gradually shifting toward the cloud environments to obtain appropriate, robust and affordable services to deal with Big Data challenges (Sharma et al. 2014, 2015a,…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-07-06 Sugam Sharma

Optimizing resource allocation for analytical workloads is vital for reducing costs of cloud-data services. At the same time, it is incredibly hard for users to allocate resources per query in serverless processing systems, and they…

Cost-based query optimizers remain one of the most important components of database management systems for analytic workloads. Though modern optimizers select plans close to optimal performance in the common case, a small number of queries…

Databases · Computer Science 2019-03-20 Matthew Perron , Zeyuan Shang , Tim Kraska , Michael Stonebraker

Smart contract platforms facilitate the development of important and diverse distributed applications in a simple manner. This simplicity stems from the inherent utility of employing the state of smart contracts to store, query and verify…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-08-05 Christos Patsonakis , Mema Roussopoulos

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

Serverless computing platforms currently rely on basic pricing schemes that are static and do not reflect customer feedback. This leads to significant inefficiencies from a total utility perspective. As one of the fastest-growing cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-26 Vipul Gupta , Soham Phade , Thomas Courtade , Kannan Ramchandran

BigBench is the new standard (TPCx-BB) for benchmarking and testing Big Data systems. The TPCx-BB specification describes several business use cases -- queries -- which require a broad combination of data extraction techniques including…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-07 Nicolas Poggi , Alejandro Montero , David Carrera

Amazon EC2 provides two most popular pricing schemes--i) the {\em costly} on-demand instance where the job is guaranteed to be completed, and ii) the {\em cheap} spot instance where a job may be interrupted. We consider a user can select a…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-03 Yang Zhang , Arnob Ghosh , Vaneet Aggarwal

Remote procedure calls are the workhorse of distributed systems. However, as software engineering trends, such as micro-services and serverless computing, push applications towards ever finer-grained decompositions, the overhead of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-11 Peter Alvaro , Matthew Adiletta , Adrian Cockroft , Frank Hady , Ramesh Illikkal , Esteban Ramos , James Tsai , Robert Soulé

Large language models hold considerable promise for various applications, but their computational requirements create a barrier that many institutions cannot overcome. A single session using a 70-billion-parameter model can cost around $127…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Zuhair Ahmed Khan Taha , Mohammed Mudassir Uddin , Shahnawaz Alam

Caching is frequently used by Internet Service Providers as a viable technique to reduce the latency perceived by end users, while jointly offloading network traffic. While the cache hit-ratio is generally considered in the literature as…

Networking and Internet Architecture · Computer Science 2014-08-27 Andrea Araldo , Michele Mangili , Fabio Martignon , Dario Rossi

Running microbenchmark suites often and early in the development process enables developers to identify performance issues in their application. Microbenchmark suites of complex applications can comprise hundreds of individual benchmarks…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-30 Trever Schirmer , Tobias Pfandzelter , David Bermbach

Distributed data processing frameworks (e.g., Hadoop, Spark, and Flink) are widely used to distribute data among computing nodes of a cloud. Recently, there have been increasing efforts aimed at evaluating the performance of distributed…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-07 Faheem Ullah , Shagun Dhingra , Xiaoyu Xia , M. Ali Babar

We study the problem of computing conjunctive queries over large databases on parallel architectures without shared storage. Using the structure of such a query $q$ and the skew in the data, we study tradeoffs between the number of…

Databases · Computer Science 2016-02-22 Paul Beame , Paraschos Koutris , Dan Suciu

While the cost of computation is an easy to understand local property, the cost of data movement on cached architectures depends on global state, does not compose, and is hard to predict. As a result, programmers often fail to consider the…

Performance · Computer Science 2020-01-07 Tobias Gysi , Tobias Grosser , Laurin Brandner , Torsten Hoefler

The amalgamation of Internet of Things and the smart grid enables the energy optimal scheduling of appliances based on user needs and dynamic energy prices. Additionally, progress in local storage technology calls for exploiting additional…

Systems and Control · Electrical Eng. & Systems 2022-11-17 Brian Setz , Kawsar Haghshenas , Marco Aiello

To save time and money, businesses and individuals have begun outsourcing their data and computations to cloud computing services. These entities would, however, like to ensure that the queries they request from the cloud services are being…

Computer Science and Game Theory · Computer Science 2012-02-09 Robert Nix , Murat Kantarcioglu

There are two intertwined factors that affect performance of concurrent data structures: the ability of processes to access the data in parallel and the cost of synchronization. It has been observed that for a large class of…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-05-10 Vitaly Aksenov , Petr Kuznetsov
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