Big data systems: A software engineering perspective

A Davoudian, M Liu - ACM Computing Surveys (CSUR), 2020 - dl.acm.org
Big Data Systems (BDSs) are an emerging class of scalable software technologies whereby
massive amounts of heterogeneous data are gathered from multiple sources, managed …

A systematic literature review on data quality assessment

O Reda, NC Benabdellah, A Zellou - Bulletin of Electrical Engineering and …, 2023 - beei.org
Defining and evaluating data quality can be a complex task as it varies depending on the
specific purpose for which the data is intended. To effectively assess data quality, it is …

Evaluation of the Limit of Detection in Network Dataset Quality Assessment with PerQoDA

K Wasielewska, D Soukup, T Čejka… - … European Conference on …, 2022 - Springer
Abstract Machine learning is recognised as a relevant approach to detect attacks and other
anomalies in network traffic. However, there are still no suitable network datasets that would …

A Thematic Review on Data Quality Challenges and Dimension in the Era of Big Data

F Ridzuan, WMN Wan Zainon, M Zairul - Proceedings of the 12th National …, 2022 - Springer
Data quality is the primary concern faced by most of the organizations due to improper
maintenance in the database. Data obtained from the various resources are dirty, affecting …

Modeling the combined influence of complexity and quality in supervised learning

R de Ávila Mendes, LA da Silva - Intelligent Data Analysis, 2022 - content.iospress.com
Data classification is a data mining task that consists of an algorithm adjusted by a training
dataset that is used to predict an object's class (unclassified) on analysis. A significant part of …

Composição de um indicador de qualidade para classificações binárias com base na qualidade e na complexidade dos dados

RÁ Mendes - 2021 - dspace.mackenzie.br
A classificação de dados é uma tarefa de mineração de dados que consiste na aplicação de
um algoritmo a conjunto de dados de treinamento com a finalidade de inferir a classe de um …

[PDF][PDF] Datan laadun varmistaminen tietovarastoprojektin eri vaiheissa

NP Alanko - 2021 - trepo.tuni.fi
Tämä työ käsittelee datan laatua tietovarastoprojektin eri vaiheissa. Työn tarkoituksena on
tarkastella tietovarastoprojektin vaiheita datan laadun näkökulmasta ja vastata …