Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method

Detalhes bibliográficos
Autor(a) principal: Santos,Mônica C.
Data de Publicação: 2020
Outros Autores: Pereira,Fabíola M. V.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Journal of the Brazilian Chemical Society (Online)
Texto Completo: http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532020000100033
Resumo: The cosmetic modification of hair is a very common procedure used to mask or cover evidence at a crime scene. Deoxyribonucleic acid (DNA) tests are expensive and require good-quality collection of samples and a database profile. To overcome these challenges, direct analysis was performed on a large set of hair strands collected from individuals, denoted original samples, and the data were compared with those of the same samples after cosmetic modification performed by bleaching the samples in the laboratory. A total of 127 samples were evaluated in this study using two analytical techniques, wavelength-dispersive X-ray fluorescence (WDXRF) and laser-induced breakdown spectroscopy (LIBS). Instead of testing many algorithms to develop classification models for the original and bleached samples, a recent method was applied that combines information from 17 classifiers. Data fusion was also evaluated to improve the accuracy of the classification model, which was higher than 99.2%, with no requirements to select eigenvectors or thresholds.
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spelling Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion MethodhairWDXRFLIBSchemometricsdata fusionThe cosmetic modification of hair is a very common procedure used to mask or cover evidence at a crime scene. Deoxyribonucleic acid (DNA) tests are expensive and require good-quality collection of samples and a database profile. To overcome these challenges, direct analysis was performed on a large set of hair strands collected from individuals, denoted original samples, and the data were compared with those of the same samples after cosmetic modification performed by bleaching the samples in the laboratory. A total of 127 samples were evaluated in this study using two analytical techniques, wavelength-dispersive X-ray fluorescence (WDXRF) and laser-induced breakdown spectroscopy (LIBS). Instead of testing many algorithms to develop classification models for the original and bleached samples, a recent method was applied that combines information from 17 classifiers. Data fusion was also evaluated to improve the accuracy of the classification model, which was higher than 99.2%, with no requirements to select eigenvectors or thresholds.Sociedade Brasileira de Química2020-01-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532020000100033Journal of the Brazilian Chemical Society v.31 n.1 2020reponame:Journal of the Brazilian Chemical Society (Online)instname:Sociedade Brasileira de Química (SBQ)instacron:SBQ10.21577/0103-5053.20190121info:eu-repo/semantics/openAccessSantos,Mônica C.Pereira,Fabíola M. V.eng2020-06-05T00:00:00Zoai:scielo:S0103-50532020000100033Revistahttp://jbcs.sbq.org.brONGhttps://old.scielo.br/oai/scielo-oai.php||office@jbcs.sbq.org.br1678-47900103-5053opendoar:2020-06-05T00:00Journal of the Brazilian Chemical Society (Online) - Sociedade Brasileira de Química (SBQ)false
dc.title.none.fl_str_mv Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
title Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
spellingShingle Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
Santos,Mônica C.
hair
WDXRF
LIBS
chemometrics
data fusion
title_short Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
title_full Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
title_fullStr Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
title_full_unstemmed Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
title_sort Direct Analysis of Human Hair Before and After Cosmetic Modification Using a Recent Data Fusion Method
author Santos,Mônica C.
author_facet Santos,Mônica C.
Pereira,Fabíola M. V.
author_role author
author2 Pereira,Fabíola M. V.
author2_role author
dc.contributor.author.fl_str_mv Santos,Mônica C.
Pereira,Fabíola M. V.
dc.subject.por.fl_str_mv hair
WDXRF
LIBS
chemometrics
data fusion
topic hair
WDXRF
LIBS
chemometrics
data fusion
description The cosmetic modification of hair is a very common procedure used to mask or cover evidence at a crime scene. Deoxyribonucleic acid (DNA) tests are expensive and require good-quality collection of samples and a database profile. To overcome these challenges, direct analysis was performed on a large set of hair strands collected from individuals, denoted original samples, and the data were compared with those of the same samples after cosmetic modification performed by bleaching the samples in the laboratory. A total of 127 samples were evaluated in this study using two analytical techniques, wavelength-dispersive X-ray fluorescence (WDXRF) and laser-induced breakdown spectroscopy (LIBS). Instead of testing many algorithms to develop classification models for the original and bleached samples, a recent method was applied that combines information from 17 classifiers. Data fusion was also evaluated to improve the accuracy of the classification model, which was higher than 99.2%, with no requirements to select eigenvectors or thresholds.
publishDate 2020
dc.date.none.fl_str_mv 2020-01-01
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532020000100033
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532020000100033
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 10.21577/0103-5053.20190121
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv text/html
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 v.31 n.1 2020
reponame:Journal of the Brazilian Chemical Society (Online)
instname:Sociedade Brasileira de Química (SBQ)
instacron:SBQ
instname_str Sociedade Brasileira de Química (SBQ)
instacron_str SBQ
institution SBQ
reponame_str Journal of the Brazilian Chemical Society (Online)
collection Journal of the Brazilian Chemical Society (Online)
repository.name.fl_str_mv Journal of the Brazilian Chemical Society (Online) - Sociedade Brasileira de Química (SBQ)
repository.mail.fl_str_mv ||office@jbcs.sbq.org.br
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