Visualization in Big Data: a tool for pattern recognition in data stream
Autor(a) principal: | |
---|---|
Data de Publicação: | 2018 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | LOCUS Repositório Institucional da UFV |
Texto Completo: | https://doaj.org/article/312c47b382184147bf589646b05e02d5 http://www.locus.ufv.br/handle/123456789/23856 |
Resumo: | The development of new technologies is responsible for the generation and storage of continuous and massive amounts of data. Such type of data is known as data stream. The analysis of data streams may be advantageous in many fields, like bioinformatics, medicine, companies and others, as it may result in important information about the data. In this work, we propose a new software tool for Data Visualization that permits the analysis of the evolution of clusters in real time during the data streaming. The proposed visualization tool is add-on for SAMOA, a new variant of MOA (Massive Online Analysis) for massive data streams mining and processing distribution. |
id |
UFV_2b2dd5d2d352aae82d65140abe9159f4 |
---|---|
oai_identifier_str |
oai:locus.ufv.br:123456789/23856 |
network_acronym_str |
UFV |
network_name_str |
LOCUS Repositório Institucional da UFV |
repository_id_str |
2145 |
spelling |
Visualization in Big Data: a tool for pattern recognition in data streamData miningData streamsData visualizationThe development of new technologies is responsible for the generation and storage of continuous and massive amounts of data. Such type of data is known as data stream. The analysis of data streams may be advantageous in many fields, like bioinformatics, medicine, companies and others, as it may result in important information about the data. In this work, we propose a new software tool for Data Visualization that permits the analysis of the evolution of clusters in real time during the data streaming. The proposed visualization tool is add-on for SAMOA, a new variant of MOA (Massive Online Analysis) for massive data streams mining and processing distribution.Revista de Sistemas de Informação da FSMA2019-03-11T17:53:14Z2019-03-11T17:53:14Z2018-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlepdfapplication/pdf19835604https://doaj.org/article/312c47b382184147bf589646b05e02d5http://www.locus.ufv.br/handle/123456789/23856engNumber 15, Pages 30- 39, January/ June 2015Soares, Victor Hugo AndradeSantos, Joelson Antônio dosNaldi, Murilo Coelhoinfo:eu-repo/semantics/openAccessreponame:LOCUS Repositório Institucional da UFVinstname:Universidade Federal de Viçosa (UFV)instacron:UFV2024-07-12T07:50:09Zoai:locus.ufv.br:123456789/23856Repositório InstitucionalPUBhttps://www.locus.ufv.br/oai/requestfabiojreis@ufv.bropendoar:21452024-07-12T07:50:09LOCUS Repositório Institucional da UFV - Universidade Federal de Viçosa (UFV)false |
dc.title.none.fl_str_mv |
Visualization in Big Data: a tool for pattern recognition in data stream |
title |
Visualization in Big Data: a tool for pattern recognition in data stream |
spellingShingle |
Visualization in Big Data: a tool for pattern recognition in data stream Soares, Victor Hugo Andrade Data mining Data streams Data visualization |
title_short |
Visualization in Big Data: a tool for pattern recognition in data stream |
title_full |
Visualization in Big Data: a tool for pattern recognition in data stream |
title_fullStr |
Visualization in Big Data: a tool for pattern recognition in data stream |
title_full_unstemmed |
Visualization in Big Data: a tool for pattern recognition in data stream |
title_sort |
Visualization in Big Data: a tool for pattern recognition in data stream |
author |
Soares, Victor Hugo Andrade |
author_facet |
Soares, Victor Hugo Andrade Santos, Joelson Antônio dos Naldi, Murilo Coelho |
author_role |
author |
author2 |
Santos, Joelson Antônio dos Naldi, Murilo Coelho |
author2_role |
author author |
dc.contributor.author.fl_str_mv |
Soares, Victor Hugo Andrade Santos, Joelson Antônio dos Naldi, Murilo Coelho |
dc.subject.por.fl_str_mv |
Data mining Data streams Data visualization |
topic |
Data mining Data streams Data visualization |
description |
The development of new technologies is responsible for the generation and storage of continuous and massive amounts of data. Such type of data is known as data stream. The analysis of data streams may be advantageous in many fields, like bioinformatics, medicine, companies and others, as it may result in important information about the data. In this work, we propose a new software tool for Data Visualization that permits the analysis of the evolution of clusters in real time during the data streaming. The proposed visualization tool is add-on for SAMOA, a new variant of MOA (Massive Online Analysis) for massive data streams mining and processing distribution. |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018-01 2019-03-11T17:53:14Z 2019-03-11T17:53:14Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
19835604 https://doaj.org/article/312c47b382184147bf589646b05e02d5 http://www.locus.ufv.br/handle/123456789/23856 |
identifier_str_mv |
19835604 |
url |
https://doaj.org/article/312c47b382184147bf589646b05e02d5 http://www.locus.ufv.br/handle/123456789/23856 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Number 15, Pages 30- 39, January/ June 2015 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
pdf application/pdf |
dc.publisher.none.fl_str_mv |
Revista de Sistemas de Informação da FSMA |
publisher.none.fl_str_mv |
Revista de Sistemas de Informação da FSMA |
dc.source.none.fl_str_mv |
reponame:LOCUS Repositório Institucional da UFV instname:Universidade Federal de Viçosa (UFV) instacron:UFV |
instname_str |
Universidade Federal de Viçosa (UFV) |
instacron_str |
UFV |
institution |
UFV |
reponame_str |
LOCUS Repositório Institucional da UFV |
collection |
LOCUS Repositório Institucional da UFV |
repository.name.fl_str_mv |
LOCUS Repositório Institucional da UFV - Universidade Federal de Viçosa (UFV) |
repository.mail.fl_str_mv |
fabiojreis@ufv.br |
_version_ |
1817559964955181056 |