Chemoface: a novel free user-friendly interface for chemometrics

Detalhes bibliográficos
Autor(a) principal: Nunes, Cleiton A.
Data de Publicação: 2012
Outros Autores: Freitas, Matheus P., Pinheiro, Ana Carla M., Bastos, Sabrina C.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UFLA
Texto Completo: http://repositorio.ufla.br/jspui/handle/1/4473
Resumo: A software for multivariate analysis was developed in order to provide a free computational tool with user-friendly graphical interface for researchers, professors and students with interest in chemometrics. Chemoface comprises modules that can solve problems related to experimental design, pattern recognition, classification and multivariate calibration. It allows obtaining a variety of high quality graphics and tables to explore results. In this work, the main features of Chemoface are explored using case studies reported in the literature, such as optimization of adsorption of indigo dye on chitosan using full factorial design, exploratory analysis of propolis samples characterized by ESI-MS (electrospray ionization-mass spectrometry) using PCA (principal component analysis) and HCA (hierarchical cluster analysis), MIA-QSAR (multivariate image analysis applied to quantitative structure activity relationship) modeling for the prediction of kinetic parameter related to activities of peptides against dengue using PLS (partial least squares), and classification of wine samples from different varieties using PLS-DA (PLS discriminant analysis). All examples are illustrated with graphs and tables obtained by means of Chemoface.
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spelling Chemoface: a novel free user-friendly interface for chemometricsSoftwareExperimental designPattern recognitionClassificationMultivariate calibrationA software for multivariate analysis was developed in order to provide a free computational tool with user-friendly graphical interface for researchers, professors and students with interest in chemometrics. Chemoface comprises modules that can solve problems related to experimental design, pattern recognition, classification and multivariate calibration. It allows obtaining a variety of high quality graphics and tables to explore results. In this work, the main features of Chemoface are explored using case studies reported in the literature, such as optimization of adsorption of indigo dye on chitosan using full factorial design, exploratory analysis of propolis samples characterized by ESI-MS (electrospray ionization-mass spectrometry) using PCA (principal component analysis) and HCA (hierarchical cluster analysis), MIA-QSAR (multivariate image analysis applied to quantitative structure activity relationship) modeling for the prediction of kinetic parameter related to activities of peptides against dengue using PLS (partial least squares), and classification of wine samples from different varieties using PLS-DA (PLS discriminant analysis). All examples are illustrated with graphs and tables obtained by means of Chemoface.Um software para análise multivariada foi desenvolvido com o objetivo de oferecer uma ferramenta computacional livre com interface gráfica amigável para pesquisadores, professores e estudantes com interesse em quimiometria. O Chemoface possui módulos capazes de resolver problemas relacionados com planejamento experimental, reconhecimento de padrões, classificação e calibração multivariada. É possível obter uma variedade de gráficos e tabelas para explorar os resultados. Neste trabalho, as principais funcionalidades do Chemoface são exploradas usando estudos de caso reportados na literatura, tais como otimização de adsorção de corante índigo em quitosana usando planejamento fatorial completo, análise exploratória de amostras de própolis caracterizadas por ESI-MS (espectrometria de massas com ionização electrospray) usando PCA (análise de componentes principais) e HCA (análise hierárquica de agrupamentos), modelagem MIA-QSAR (análise multivariada de imagem aplicada à relações quantitativas estrutura-atividade) para predição de parâmetro cinético relacionado à atividade de peptídeos contra dengue usando PLS (método de quadrados mínimos parciais), e classificação de amostras de vinho de diferentes variedades usando PLS-DA (PLS para análise discriminante). Todos os exemplos são ilustrados com gráficos e tabelas obtidos no Chemoface.Sociedade Brasileira de Química2014-10-23T17:13:33Z2014-10-23T17:13:33Z2012-11-30info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfNUNES, C. A. et al. Chemoface: a novel free user-friendly interface for chemometrics. Journal of the Brazilian Chemical Society, Campinas, v. 23, n. 11, p. 2003-2010, 2012.http://repositorio.ufla.br/jspui/handle/1/4473Journal of the Brazilian Chemical Societyreponame:Repositório Institucional da UFLAinstname:Universidade Federal de Lavras (UFLA)instacron:UFLANunes, Cleiton A.Freitas, Matheus P.Pinheiro, Ana Carla M.Bastos, Sabrina C.info:eu-repo/semantics/openAccesseng2014-10-23T17:14:22Zoai:localhost:1/4473Repositório InstitucionalPUBhttp://repositorio.ufla.br/oai/requestnivaldo@ufla.br || repositorio.biblioteca@ufla.bropendoar:2014-10-23T17:14:22Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)false
dc.title.none.fl_str_mv Chemoface: a novel free user-friendly interface for chemometrics
title Chemoface: a novel free user-friendly interface for chemometrics
spellingShingle Chemoface: a novel free user-friendly interface for chemometrics
Nunes, Cleiton A.
Software
Experimental design
Pattern recognition
Classification
Multivariate calibration
title_short Chemoface: a novel free user-friendly interface for chemometrics
title_full Chemoface: a novel free user-friendly interface for chemometrics
title_fullStr Chemoface: a novel free user-friendly interface for chemometrics
title_full_unstemmed Chemoface: a novel free user-friendly interface for chemometrics
title_sort Chemoface: a novel free user-friendly interface for chemometrics
author Nunes, Cleiton A.
author_facet Nunes, Cleiton A.
Freitas, Matheus P.
Pinheiro, Ana Carla M.
Bastos, Sabrina C.
author_role author
author2 Freitas, Matheus P.
Pinheiro, Ana Carla M.
Bastos, Sabrina C.
author2_role author
author
author
dc.contributor.author.fl_str_mv Nunes, Cleiton A.
Freitas, Matheus P.
Pinheiro, Ana Carla M.
Bastos, Sabrina C.
dc.subject.por.fl_str_mv Software
Experimental design
Pattern recognition
Classification
Multivariate calibration
topic Software
Experimental design
Pattern recognition
Classification
Multivariate calibration
description A software for multivariate analysis was developed in order to provide a free computational tool with user-friendly graphical interface for researchers, professors and students with interest in chemometrics. Chemoface comprises modules that can solve problems related to experimental design, pattern recognition, classification and multivariate calibration. It allows obtaining a variety of high quality graphics and tables to explore results. In this work, the main features of Chemoface are explored using case studies reported in the literature, such as optimization of adsorption of indigo dye on chitosan using full factorial design, exploratory analysis of propolis samples characterized by ESI-MS (electrospray ionization-mass spectrometry) using PCA (principal component analysis) and HCA (hierarchical cluster analysis), MIA-QSAR (multivariate image analysis applied to quantitative structure activity relationship) modeling for the prediction of kinetic parameter related to activities of peptides against dengue using PLS (partial least squares), and classification of wine samples from different varieties using PLS-DA (PLS discriminant analysis). All examples are illustrated with graphs and tables obtained by means of Chemoface.
publishDate 2012
dc.date.none.fl_str_mv 2012-11-30
2014-10-23T17:13:33Z
2014-10-23T17:13:33Z
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 NUNES, C. A. et al. Chemoface: a novel free user-friendly interface for chemometrics. Journal of the Brazilian Chemical Society, Campinas, v. 23, n. 11, p. 2003-2010, 2012.
http://repositorio.ufla.br/jspui/handle/1/4473
identifier_str_mv NUNES, C. A. et al. Chemoface: a novel free user-friendly interface for chemometrics. Journal of the Brazilian Chemical Society, Campinas, v. 23, n. 11, p. 2003-2010, 2012.
url http://repositorio.ufla.br/jspui/handle/1/4473
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Sociedade Brasileira de Química
publisher.none.fl_str_mv Sociedade Brasileira de Química
dc.source.none.fl_str_mv Journal of the Brazilian Chemical Society
reponame:Repositório Institucional da UFLA
instname:Universidade Federal de Lavras (UFLA)
instacron:UFLA
instname_str Universidade Federal de Lavras (UFLA)
instacron_str UFLA
institution UFLA
reponame_str Repositório Institucional da UFLA
collection Repositório Institucional da UFLA
repository.name.fl_str_mv Repositório Institucional da UFLA - Universidade Federal de Lavras (UFLA)
repository.mail.fl_str_mv nivaldo@ufla.br || repositorio.biblioteca@ufla.br
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