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This article examines the significant challenges encountered in implementing sharding within distributed replication systems. It identifies the impediments of achieving consensus among large participant sets, leading to scalability,…

分布式、并行与集群计算 · 计算机科学 2024-04-11 Siamak Solat

The amount of data in the world is expanding rapidly. Every day, huge amounts of data are created by scientific experiments, companies, and end users' activities. These large data sets have been labeled as "Big Data", and their storage,…

数据库 · 计算机科学 2020-04-29 Mahdi Bohlouli , Frank Schulz , Lefteris Angelis , David Pahor , Ivona Brandic , David Atlan , Rosemary Tate

In recent years, Machine Learning (ML) components have been increasingly integrated into the core systems of organizations. Engineering such systems presents various challenges from both a theoretical and practical perspective. One of the…

软件工程 · 计算机科学 2024-02-09 Gabriel Busquim , Hugo Villamizar , Maria Julia Lima , Marcos Kalinowski

Relational databases have limited support for data collaboration, where teams collaboratively curate and analyze large datasets. Inspired by software version control systems like git, we propose (a) a dataset version control system, giving…

The exponential increase in academic publications has made it increasingly difficult for researchers to remain up to date and systematically synthesize knowledge scattered across vast and fragmented research domains. Literature reviews,…

数字图书馆 · 计算机科学 2025-06-12 Kiran Sharmaa , Parul Khurana , Ziya Uddina

Combining the results of different search engines in order to improve upon their performance has been the subject of many research papers. This has become known as the "Data Fusion" task, and has great promise in dealing with the vast…

信息检索 · 计算机科学 2018-02-13 Weinan Huang , Junyi Chen , Lei Meng , David Lillis

Knowledge management (KM) involves collecting, organizing, storing, and disseminating information to improve decision-making, innovation, and performance. Implementing KM at scale has become essential for organizations to effectively…

Knowledge sharing plays a crucial role throughout all software application development activities. When programmers learn and share through media like Stack overflow, GitHub, Meetups, videos, discussion forums, wikis, and blogs, every…

软件工程 · 计算机科学 2020-10-22 Maryam Arab , Thomas D LaToza , Amy J Ko

With the advantages that cloud computing offers in terms of platform as a service, software as a service, and infrastructure as a service, data engineers and data scientists are able to leverage cloud computing for their ETL/ELT (extract,…

分布式、并行与集群计算 · 计算机科学 2022-09-01 Mohammad Rehman , Hairong Wang

Online educational systems running on smart devices have the advantage of allowing users to learn online regardless of the location of the users. In particular, data synchronization enables users to cooperate on contents in real time…

分布式、并行与集群计算 · 计算机科学 2021-01-25 Geunsik Lim , Donghwa Lee , Sang-Bum Suh

Public Cloud Computing has become a fundamental part of modern IT infrastructure as its adoption has transformed the way businesses operate. However, cloud security concerns introduce new risks and challenges related to data protection,…

密码学与安全 · 计算机科学 2024-08-31 Patil Pratik Vijaykumar , Prerna Tulsiani , Sunil Mane

Selecting the right resources for big data analytics jobs is hard because of the wide variety of configuration options like machine type and cluster size. As poor choices can have a significant impact on resource efficiency, cost, and…

分布式、并行与集群计算 · 计算机科学 2023-11-27 Dominik Scheinert , Philipp Wiesner , Thorsten Wittkopp , Lauritz Thamsen , Jonathan Will , Odej Kao

Developing efficient software and hardware has never been harder whether it is for a tiny IoT device or an Exascale supercomputer. Apart from the ever growing design and optimization complexity, there exist even more fundamental problems…

人机交互 · 计算机科学 2018-01-25 Grigori Fursin , Anton Lokhmotov , Dmitry Savenko , Eben Upton

Advances in technology and computing hardware are enabling scientists from all areas of science to produce massive amounts of data using large-scale simulations or observational facilities. In this era of data deluge, effective coordination…

数据库 · 计算机科学 2015-03-31 Spyros Blanas , Surendra Byna

This paper proposes an interpretable non-model sharing collaborative data analysis method as one of the federated learning systems, which is an emerging technology to analyze distributed data. Analyzing distributed data is essential in many…

机器学习 · 计算机科学 2020-11-10 Akira Imakura , Hiroaki Inaba , Yukihiko Okada , Tetsuya Sakurai

Interdisciplinary PhD programs can be challenging as the vital information needed by students may not be readily available, it is scattered across university's websites, while tacit knowledge can be obtained only by interacting with people.…

人机交互 · 计算机科学 2024-06-21 Stanislava Gardasevic , Manika Lamba

Cities are continuously evolving human settlements. Our cities are under strain in an increasingly urbanized world, and planners, decision-makers, and communities must be ready to adapt. Data is an important resource for municipal…

计算机与社会 · 计算机科学 2023-09-15 Md Aminul Islam , Md Abu Sufian

Over the past decade, the data lake concept has emerged as an alternative to data warehouses for storing and analyzing big data. A data lake allows storing data without any predefined schema. Therefore, data querying and analysis depend on…

With the shifting focus of organizations and governments towards digitization of academic and technical documents, there has been an increasing need to use this reserve of scholarly documents for developing applications that can facilitate…

数字图书馆 · 计算机科学 2016-06-07 Samiya Khan , Kashish A. Shakil , Mansaf Alam

Relational databases are often fragmented across organizations, creating data silos that hinder distributed data management and mining. Collaborative learning (CL) -- techniques that enable multiple parties to train models jointly without…

数据库 · 计算机科学 2026-03-10 Zhaomin Wu , Ziyang Wang , Bingsheng He