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In machine learning, the performance of a classifier depends on both the classifier model and the separability/complexity of datasets. To quantitatively measure the separability of datasets, we create an intrinsic measure -- the…

Machine Learning · Computer Science 2021-09-14 Shuyue Guan , Murray Loew

While automated driving is often advertised with better-than-human driving performance, this work reviews that it is nearly impossible to provide direct statistical evidence on the system level that this is actually the case. The amount of…

Machine Learning · Computer Science 2021-12-10 Hanno Gottschalk , Matthias Rottmann , Maida Saltagic

The Internet of Things comes along with new challenges for experimenting, testing, and operating decentralized socio-technical systems at large-scale. In such systems, autonomous agents interact locally with their users, and remotely with…

Multiagent Systems · Computer Science 2020-07-23 Farzam Fanitabasi , Edward Gaere , Evangelos Pournaras

Self-Sovereign Identity (SSI) is a paradigm for digital identity management that offers unique privacy advantages. A key technology in SSI is Decentralized Identifiers (DIDs) and their associated metadata, DID Documents (DDOs). DDOs contain…

Networking and Internet Architecture · Computer Science 2025-07-09 Carlo Segat , Sandro Rodriguez Garzo , Axel Küpper

Hardware heterogeneity is here to stay for high-performance computing. Large-scale systems are currently equipped with multiple GPU accelerators per compute node and are expected to incorporate more specialized hardware. This shift in the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-09 Polykarpos Thomadakis , Nikos Chrisochoides

During software development, developers often make numerous modifications to the software to address existing issues or implement new features. However, certain changes may inadvertently have a detrimental impact on the overall system…

Software Engineering · Computer Science 2024-08-16 Lizhi Liao , Simon Eismann , Heng Li , Cor-Paul Bezemer , Diego Elias Costa , Andre van Hoorn , Weiyi Shang

Information Fusion Systems are now widely used in different fusion contexts, like scientific processing, sensor networks, video and image processing. One of the current trends in this area is to cope with distributed systems. In this…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-06-26 Eric Benoit , Marc-Philippe Huget , Patrice Moreaux , Olivier Passalacqua

Monitoring and information services form a key component of a distributed system, or Grid. A quantitative study of such services can aid in understanding the performance limitations, advise in the deployment of the systems, and help…

Performance · Computer Science 2007-05-23 Xuehai Zhang , Jeffrey Freschl , Jennifer M. Schopf

This study aims to enhance data consistency in NoSQL databases, traditionally designed with BASE properties, as opposed to the strong consistency guaranteed by ACID principles in RDBMS. We introduce a comprehensive four-stage server-side…

Databases · Computer Science 2023-08-29 Adam A. E. Alflahi , Mohammed A. Y. Mohammed , Abdallah Alsammani

New ideas in distributed systems (algorithms or protocols) are commonly tested by simulation, because experimenting with a prototype deployed on a realistic platform is cumbersome. However, a prototype not only measures performance but also…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-14 Grzegorz Milka , Krzysztof Rzadca

Despite the increasing need for modeling and implementing Distributed Databases (DDB), distributed database management systems are still quite far from helping the designer to directly implement its BDD. Indeed, the fundamental principle of…

Databases · Computer Science 2015-04-14 Fadoua Hassen , Amel Grissa Touzi

The recent developments and research in distributed ledger technologies and blockchain have contributed to the increasing adoption of distributed systems. To collect relevant insights into systems' behavior, we observe many evaluation…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-27 Filip Rezabek , Kilian Glas , Richard von Seck , Achraf Aroua , Tizian Leonhardt , Georg Carle

Implementing concurrent data structures is challenging and requires a deep understanding of concurrency concepts and careful design to ensure correctness, performance, and scalability. Further, composing operations on two or more concurrent…

DBTuneSuite is a suite of experiments on four widely deployed free database systems to test their performance under various query/upsert loads and under various tuning options. The suite provides: (i) scripts to generate data and to install…

Databases · Computer Science 2026-01-29 Amani Agrawal , Tianxin Wang , Dennis Shasha

Teaching programming using Massive Open Online Courses (MOOCs) is gaining popularity due to their scalability and efficiency of knowledge distribution. However, participating in these courses usually means fully committing to the supplied…

Software Engineering · Computer Science 2018-09-05 Christoph Matthies , Arian Treffer , Matthias Uflacker

Continuous Integration (CI) encompasses a set of widely adopted practices that enhance software development. However, there are indications that developers may not adequately monitor CI practices. Hence, this paper explores developers'…

Software Engineering · Computer Science 2025-06-10 Jadson Santos , Daniel Alencar da Costa , Shane McIntosh , Uirá Kulesza

MongoDB is a popular general-purpose, document-oriented, distributed NoSQL database. It supports transactions in three different deployments: single-document transactions utilizing the WiredTiger storage engine in a standalone node,…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-06-17 Hongrong Ouyang , Hengfeng Wei , Yu Huang , Haixiang Li , Anqun Pan

DevOps is a modern software engineering paradigm that is gaining widespread adoption in industry. The goal of DevOps is to bring software changes into production with a high frequency and fast feedback cycles. This conflicts with software…

Modern distributed storage systems come with aplethora of configurable parameters that controlmodule behavior and affect system performance. Default settings provided by developers are often suboptimal for specific user cases. Tuning…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-08 Wenhao Lyu , Youyou Lu , Jiwu Shu , Wei Zhao

Distributed applications running on a large cluster environment, such as the cloud instances will have shorter execution time. However, the application might suffer from sudden termination due to unpredicted computing node failures, thus…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-30 Basma Abdel Azeem , Manal Helal