Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais
| Ano de defesa: | 2015 |
|---|---|
| Autor(a) principal: | |
| Orientador(a): | |
| Banca de defesa: | , |
| Tipo de documento: | Dissertação |
| Tipo de acesso: | Acesso aberto |
| Idioma: | por |
| Instituição de defesa: |
Universidade Federal de Alfenas
|
| Programa de Pós-Graduação: |
Programa de Pós-Graduação em Estatística Aplicada e Biometria
|
| Departamento: |
Instituto de Ciências Exatas
|
| País: |
Brasil
|
| Palavras-chave em Português: | |
| Área do conhecimento CNPq: | |
| Link de acesso: | https://repositorio.unifal-mg.edu.br/handle/123456789/581 |
Resumo: | A sensory panel is considered to be consonant when all referees point out a product in a similar way. Thus, the consonance between the referees that compose a sensory panel is one of the necessary characteristics for the reliability of sensory analysis, and can be measured by its level of unidimensionality. In literature there are tests for unidimensionality of a sensory panel, but its application is restricted to the analysis for one sensory attribute at a time. Thus, the objective of this study was the generalization of five tests proposed to evaluate the line of sensory panels, namely: the Fujikoshi test, the Monte Carlo test for unidimensionality, two parametric bootstrap tests and Monte Carlo test of eigenvalues. Such generalization is to use the canonical correlation matrix, so that it was possible to infer about the consonance of panels considering all attributes simultaneously. The performance evaluation of the proposed generalizations, in terms of power and type I error rate, was done through Monte Carlo simulation. The generalization of Monte Carlo test of eigenvalues test was applied to assess the panel’s consonance from an experiment conducted by Pereira (2005). The Monte Carlo test of eigenvalues performed equally to or higher than the other tests and, therefore, it is recommended for the analysis of multivariate unidimensionality of sensory panels. |
| id |
UNIFAL_d3726c038259e9bbe3cb16cbac1e2702 |
|---|---|
| oai_identifier_str |
oai:repositorio.unifal-mg.edu.br:123456789/581 |
| network_acronym_str |
UNIFAL |
| network_name_str |
Repositório Institucional da Universidade Federal de Alfenas - RiUnifal |
| repository_id_str |
|
| spelling |
Rocha, Marcela Costahttp://lattes.cnpq.br/9965398009651936Ferreira, Daniel FurtadoDias, AdrianaNogueira, Denismar AlvesFerreira, Eric Batistahttp://lattes.cnpq.br/41575302048142952015-07-06T19:40:26Z2015-03-20Rocha, Marcela Costa. Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais. 2015. 71 f. Dissertação (Mestrado em Estatística Aplicada e Biometria) - Universidade Federal de Alfenas, Alfenas, MG, 2015.https://repositorio.unifal-mg.edu.br/handle/123456789/581A sensory panel is considered to be consonant when all referees point out a product in a similar way. Thus, the consonance between the referees that compose a sensory panel is one of the necessary characteristics for the reliability of sensory analysis, and can be measured by its level of unidimensionality. In literature there are tests for unidimensionality of a sensory panel, but its application is restricted to the analysis for one sensory attribute at a time. Thus, the objective of this study was the generalization of five tests proposed to evaluate the line of sensory panels, namely: the Fujikoshi test, the Monte Carlo test for unidimensionality, two parametric bootstrap tests and Monte Carlo test of eigenvalues. Such generalization is to use the canonical correlation matrix, so that it was possible to infer about the consonance of panels considering all attributes simultaneously. The performance evaluation of the proposed generalizations, in terms of power and type I error rate, was done through Monte Carlo simulation. The generalization of Monte Carlo test of eigenvalues test was applied to assess the panel’s consonance from an experiment conducted by Pereira (2005). The Monte Carlo test of eigenvalues performed equally to or higher than the other tests and, therefore, it is recommended for the analysis of multivariate unidimensionality of sensory panels.Um painel sensorial é considerado consonante quando todos os julgadores pontuam um produto de maneira semelhante. Dessa forma, a consonância entre os julgadores que compõem um painel sensorial é uma das características necessárias para a confiabilidade da análise sensorial e pode ser mensurada pelo seu nível de unidimensionalidade. Na literatura existem testes para a unidimensionalidade de um painel sensorial, mas sua aplicação é restrita à análise para um atributo sensorial por vez. Diante disso, o objetivo do presente trabalho foi a generalização de cinco testes propostos para avaliar a consonância de painéis sensoriais, a saber: teste de Fujikoshi, teste Monte Carlo para unidimensionalidade, dois testes bootstrap paramétricos e teste sobre autovalores Monte Carlo. Tal generalização consistiu em utilizar a matriz de correlação canônica, de forma que fosse possível inferir sobre a consonância de painéis levando em consideração todos os atributos simultaneamente. A avaliação do desempenho das generalizações propostas, em termos de poder e taxa de erro tipo I, foi feita via simulação Monte Carlo. A generalização do teste sobre autovalores Monte Carlo foi aplicada para avaliar a consonância do painel de um experimento realizado por Pereira (2005). O teste sobre autovalores Monte Carlo apresentou desempenho igual ou superior aos demais testes e, por esse motivo, é recomendado para a análise da unidimensionalidade multivariada de painéis sensoriais.application/pdfporUniversidade Federal de AlfenasPrograma de Pós-Graduação em Estatística Aplicada e BiometriaUNIFAL-MGBrasilInstituto de Ciências Exatasinfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-nd/4.0/Avaliação sensorialAnálise multivariadaTestes de hipóteses estatísticaPROBABILIDADE E ESTATISTICA::PROBABILIDADE E ESTATISTICA APLICADASTestes baseados em correlação canônica para avaliar a consonância de painéis sensoriaisinfo:eu-repo/semantics/masterThesisinfo:eu-repo/semantics/publishedVersion-8156311678363143599600600-2104850853990363200reponame:Repositório Institucional da Universidade Federal de Alfenas - RiUnifalinstname:Universidade Federal de Alfenas (UNIFAL)instacron:UNIFALRocha, Marcela CostaLICENSElicense.txtlicense.txttext/plain; charset=utf-81987https://repositorio.unifal-mg.edu.br/bitstreams/25df0ce3-5a98-4a4f-8b6a-6850acdbc88a/download31555718c4fc75849dd08f27935d4f6bMD51CC-LICENSElicense_urllicense_urltext/plain; charset=utf-849https://repositorio.unifal-mg.edu.br/bitstreams/a583c114-c891-4d98-b4c1-cbfe4e593d94/download4afdbb8c545fd630ea7db775da747b2fMD52license_textlicense_texttext/html; charset=utf-821147https://repositorio.unifal-mg.edu.br/bitstreams/a3f78591-7b9f-4ab6-b8eb-d8b503136b57/downloadf7acfe7b4aa2d1553b167d6cbe9ee896MD53license_rdflicense_rdfapplication/rdf+xml; charset=utf-823148https://repositorio.unifal-mg.edu.br/bitstreams/baff9498-ee43-4c46-9502-fa6a424d6ace/download9da0b6dfac957114c6a7714714b86306MD54ORIGINALDissertação de Marcela Costa Rocha.pdfDissertação de Marcela Costa Rocha.pdfapplication/pdf849462https://repositorio.unifal-mg.edu.br/bitstreams/b02641d6-ad3c-4c46-b638-e93e93196123/download752e56c20a2b701f1d688db4e9eafb8bMD55TEXTDissertação de Marcela Costa Rocha.pdf.txtDissertação de Marcela Costa Rocha.pdf.txtExtracted texttext/plain94579https://repositorio.unifal-mg.edu.br/bitstreams/20f9b92c-b75e-4bca-8e09-8dec3b3296a4/downloadd42bbfb7549f99fa91b3caa7b751e260MD58THUMBNAILDissertação de Marcela Costa Rocha.pdf.jpgDissertação de Marcela Costa Rocha.pdf.jpgGenerated Thumbnailimage/jpeg2471https://repositorio.unifal-mg.edu.br/bitstreams/411ebea3-37a4-4df0-92e1-a72b80839bea/download20aabd6b722f8f63b95e9112ec116b9aMD57123456789/5812026-01-07 14:43:59.906http://creativecommons.org/licenses/by-nc-nd/4.0/open.accessoai:repositorio.unifal-mg.edu.br:123456789/581https://repositorio.unifal-mg.edu.brRepositório InstitucionalPUBhttps://bdtd.unifal-mg.edu.br:8443/oai/requestrepositorio@unifal-mg.edu.bropendoar:2026-01-07T17:43:59Repositório Institucional da Universidade Federal de Alfenas - RiUnifal - Universidade Federal de Alfenas (UNIFAL)falseTElDRU7Dh0EgREUgRElTVFJJQlVJw4fDg08gTsODTy1FWENMVVNJVkEKCkNvbSBhIGFwcmVzZW50YcOnw6NvIGRlc3RhIGxpY2Vuw6dhLCBvIGF1dG9yIG91IG8gdGl0dWxhciBkb3MgZGlyZWl0b3MgZGUgYXV0b3IgY29uY2VkZSDDoCBVbml2ZXJzaWRhZGUgCkZlZGVyYWwgZGUgQWxmZW5hcyAgKFVOSUZBTC1NRykgbyBkaXJlaXRvIG7Do28tZXhjbHVzaXZvIGRlIHJlcHJvZHV6aXIsICB0cmFkdXppciAoY29uZm9ybWUgZGVmaW5pZG8gYWJhaXhvKSwgZS9vdSAKZGlzdHJpYnVpciBhIHN1YSB0ZXNlIG91IGRpc3NlcnRhw6fDo28gKGluY2x1aW5kbyBvIHJlc3VtbykgcG9yIHRvZG8gbyBtdW5kbyBubyBmb3JtYXRvIGltcHJlc3NvIGUgZWxldHLDtG5pY28gZSAKZW0gcXVhbHF1ZXIgbWVpbywgaW5jbHVpbmRvIG9zIGZvcm1hdG9zIMOhdWRpbyBvdSB2w61kZW8uCgpWb2PDqiBjb25jb3JkYSBxdWUgYSBVTklGQUwtTUcgcG9kZSwgc2VtIGFsdGVyYXIgbyBjb250ZcO6ZG8sIHRyYW5zcG9yIGEgc3VhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbyAKcGFyYSBxdWFscXVlciBtZWlvIG91IGZvcm1hdG8gcGFyYSBmaW5zIGRlIHByZXNlcnZhw6fDo28uCgpWb2PDqiB0YW1iw6ltIGNvbmNvcmRhIHF1ZSBhICBVTklGQUwtTUcgcG9kZSBtYW50ZXIgbWFpcyBkZSB1bWEgY8OzcGlhIGRlIHN1YSB0ZXNlIG91IApkaXNzZXJ0YcOnw6NvIHBhcmEgZmlucyBkZSBzZWd1cmFuw6dhLCBiYWNrLXVwIGUgcHJlc2VydmHDp8Ojby4KClZvY8OqIGRlY2xhcmEgcXVlIGEgc3VhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbyDDqSBvcmlnaW5hbCBlIHF1ZSB2b2PDqiB0ZW0gbyBwb2RlciBkZSBjb25jZWRlciBvcyBkaXJlaXRvcyBjb250aWRvcyAKbmVzdGEgbGljZW7Dp2EuIFZvY8OqIHRhbWLDqW0gZGVjbGFyYSBxdWUgbyBkZXDDs3NpdG8gZGEgc3VhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbyBuw6NvLCBxdWUgc2VqYSBkZSBzZXUgCmNvbmhlY2ltZW50bywgaW5mcmluZ2UgZGlyZWl0b3MgYXV0b3JhaXMgZGUgbmluZ3XDqW0uCgpDYXNvIGEgc3VhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbyBjb250ZW5oYSBtYXRlcmlhbCBxdWUgdm9jw6ogbsOjbyBwb3NzdWkgYSB0aXR1bGFyaWRhZGUgZG9zIGRpcmVpdG9zIGF1dG9yYWlzLCB2b2PDqiAKZGVjbGFyYSBxdWUgb2J0ZXZlIGEgcGVybWlzc8OjbyBpcnJlc3RyaXRhIGRvIGRldGVudG9yIGRvcyBkaXJlaXRvcyBhdXRvcmFpcyBwYXJhIGNvbmNlZGVyIMOgICBVTklGQUwtTUcgCm9zIGRpcmVpdG9zIGFwcmVzZW50YWRvcyBuZXN0YSBsaWNlbsOnYSwgZSBxdWUgZXNzZSBtYXRlcmlhbCBkZSBwcm9wcmllZGFkZSBkZSB0ZXJjZWlyb3MgZXN0w6EgY2xhcmFtZW50ZSAKaWRlbnRpZmljYWRvIGUgcmVjb25oZWNpZG8gbm8gdGV4dG8gb3Ugbm8gY29udGXDumRvIGRhIHRlc2Ugb3UgZGlzc2VydGHDp8OjbyBvcmEgZGVwb3NpdGFkYS4KCkNBU08gQSBURVNFIE9VIERJU1NFUlRBw4fDg08gT1JBIERFUE9TSVRBREEgVEVOSEEgU0lETyBSRVNVTFRBRE8gREUgVU0gUEFUUk9Dw41OSU8gT1UgCkFQT0lPIERFIFVNQSBBR8OKTkNJQSBERSBGT01FTlRPIE9VIE9VVFJPIE9SR0FOSVNNTyBRVUUgTsODTyBTRUpBIEEgIFVOSUZBTC1NRywgClZPQ8OKIERFQ0xBUkEgUVVFIFJFU1BFSVRPVSBUT0RPUyBFIFFVQUlTUVVFUiBESVJFSVRPUyBERSBSRVZJU8ODTyBDT01PIApUQU1Cw4lNIEFTIERFTUFJUyBPQlJJR0HDh8OVRVMgRVhJR0lEQVMgUE9SIENPTlRSQVRPIE9VIEFDT1JETy4KCkEgVU5JRkFMLU1HIHNlIGNvbXByb21ldGUgYSBpZGVudGlmaWNhciBjbGFyYW1lbnRlIG8gc2V1IG5vbWUgKHMpIG91IG8ocykgbm9tZShzKSBkbyhzKSAKZGV0ZW50b3IoZXMpIGRvcyBkaXJlaXRvcyBhdXRvcmFpcyBkYSB0ZXNlIG91IGRpc3NlcnRhw6fDo28sIGUgbsOjbyBmYXLDoSBxdWFscXVlciBhbHRlcmHDp8OjbywgYWzDqW0gZGFxdWVsYXMgCmNvbmNlZGlkYXMgcG9yIGVzdGEgbGljZW7Dp2EuCg== |
| dc.title.pt-BR.fl_str_mv |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais |
| title |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais |
| spellingShingle |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais Rocha, Marcela Costa Avaliação sensorial Análise multivariada Testes de hipóteses estatística PROBABILIDADE E ESTATISTICA::PROBABILIDADE E ESTATISTICA APLICADAS |
| title_short |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais |
| title_full |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais |
| title_fullStr |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais |
| title_full_unstemmed |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais |
| title_sort |
Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais |
| author |
Rocha, Marcela Costa |
| author_facet |
Rocha, Marcela Costa |
| author_role |
author |
| dc.contributor.author.fl_str_mv |
Rocha, Marcela Costa |
| dc.contributor.advisor1Lattes.fl_str_mv |
http://lattes.cnpq.br/9965398009651936 |
| dc.contributor.advisor-co1.fl_str_mv |
Ferreira, Daniel Furtado |
| dc.contributor.referee1.fl_str_mv |
Dias, Adriana |
| dc.contributor.referee2.fl_str_mv |
Nogueira, Denismar Alves |
| dc.contributor.advisor1.fl_str_mv |
Ferreira, Eric Batista |
| dc.contributor.authorLattes.fl_str_mv |
http://lattes.cnpq.br/4157530204814295 |
| contributor_str_mv |
Ferreira, Daniel Furtado Dias, Adriana Nogueira, Denismar Alves Ferreira, Eric Batista |
| dc.subject.por.fl_str_mv |
Avaliação sensorial Análise multivariada Testes de hipóteses estatística |
| topic |
Avaliação sensorial Análise multivariada Testes de hipóteses estatística PROBABILIDADE E ESTATISTICA::PROBABILIDADE E ESTATISTICA APLICADAS |
| dc.subject.cnpq.fl_str_mv |
PROBABILIDADE E ESTATISTICA::PROBABILIDADE E ESTATISTICA APLICADAS |
| description |
A sensory panel is considered to be consonant when all referees point out a product in a similar way. Thus, the consonance between the referees that compose a sensory panel is one of the necessary characteristics for the reliability of sensory analysis, and can be measured by its level of unidimensionality. In literature there are tests for unidimensionality of a sensory panel, but its application is restricted to the analysis for one sensory attribute at a time. Thus, the objective of this study was the generalization of five tests proposed to evaluate the line of sensory panels, namely: the Fujikoshi test, the Monte Carlo test for unidimensionality, two parametric bootstrap tests and Monte Carlo test of eigenvalues. Such generalization is to use the canonical correlation matrix, so that it was possible to infer about the consonance of panels considering all attributes simultaneously. The performance evaluation of the proposed generalizations, in terms of power and type I error rate, was done through Monte Carlo simulation. The generalization of Monte Carlo test of eigenvalues test was applied to assess the panel’s consonance from an experiment conducted by Pereira (2005). The Monte Carlo test of eigenvalues performed equally to or higher than the other tests and, therefore, it is recommended for the analysis of multivariate unidimensionality of sensory panels. |
| publishDate |
2015 |
| dc.date.accessioned.fl_str_mv |
2015-07-06T19:40:26Z |
| dc.date.issued.fl_str_mv |
2015-03-20 |
| dc.type.driver.fl_str_mv |
info:eu-repo/semantics/masterThesis |
| dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
| format |
masterThesis |
| status_str |
publishedVersion |
| dc.identifier.citation.fl_str_mv |
Rocha, Marcela Costa. Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais. 2015. 71 f. Dissertação (Mestrado em Estatística Aplicada e Biometria) - Universidade Federal de Alfenas, Alfenas, MG, 2015. |
| dc.identifier.uri.fl_str_mv |
https://repositorio.unifal-mg.edu.br/handle/123456789/581 |
| identifier_str_mv |
Rocha, Marcela Costa. Testes baseados em correlação canônica para avaliar a consonância de painéis sensoriais. 2015. 71 f. Dissertação (Mestrado em Estatística Aplicada e Biometria) - Universidade Federal de Alfenas, Alfenas, MG, 2015. |
| url |
https://repositorio.unifal-mg.edu.br/handle/123456789/581 |
| dc.language.iso.fl_str_mv |
por |
| language |
por |
| dc.relation.department.fl_str_mv |
-8156311678363143599 |
| dc.relation.confidence.fl_str_mv |
600 600 |
| dc.relation.cnpq.fl_str_mv |
-2104850853990363200 |
| dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by-nc-nd/4.0/ |
| eu_rights_str_mv |
openAccess |
| rights_invalid_str_mv |
http://creativecommons.org/licenses/by-nc-nd/4.0/ |
| dc.format.none.fl_str_mv |
application/pdf |
| dc.publisher.none.fl_str_mv |
Universidade Federal de Alfenas |
| dc.publisher.program.fl_str_mv |
Programa de Pós-Graduação em Estatística Aplicada e Biometria |
| dc.publisher.initials.fl_str_mv |
UNIFAL-MG |
| dc.publisher.country.fl_str_mv |
Brasil |
| dc.publisher.department.fl_str_mv |
Instituto de Ciências Exatas |
| publisher.none.fl_str_mv |
Universidade Federal de Alfenas |
| dc.source.none.fl_str_mv |
reponame:Repositório Institucional da Universidade Federal de Alfenas - RiUnifal instname:Universidade Federal de Alfenas (UNIFAL) instacron:UNIFAL |
| instname_str |
Universidade Federal de Alfenas (UNIFAL) |
| instacron_str |
UNIFAL |
| institution |
UNIFAL |
| reponame_str |
Repositório Institucional da Universidade Federal de Alfenas - RiUnifal |
| collection |
Repositório Institucional da Universidade Federal de Alfenas - RiUnifal |
| bitstream.url.fl_str_mv |
https://repositorio.unifal-mg.edu.br/bitstreams/25df0ce3-5a98-4a4f-8b6a-6850acdbc88a/download https://repositorio.unifal-mg.edu.br/bitstreams/a583c114-c891-4d98-b4c1-cbfe4e593d94/download https://repositorio.unifal-mg.edu.br/bitstreams/a3f78591-7b9f-4ab6-b8eb-d8b503136b57/download https://repositorio.unifal-mg.edu.br/bitstreams/baff9498-ee43-4c46-9502-fa6a424d6ace/download https://repositorio.unifal-mg.edu.br/bitstreams/b02641d6-ad3c-4c46-b638-e93e93196123/download https://repositorio.unifal-mg.edu.br/bitstreams/20f9b92c-b75e-4bca-8e09-8dec3b3296a4/download https://repositorio.unifal-mg.edu.br/bitstreams/411ebea3-37a4-4df0-92e1-a72b80839bea/download |
| bitstream.checksum.fl_str_mv |
31555718c4fc75849dd08f27935d4f6b 4afdbb8c545fd630ea7db775da747b2f f7acfe7b4aa2d1553b167d6cbe9ee896 9da0b6dfac957114c6a7714714b86306 752e56c20a2b701f1d688db4e9eafb8b d42bbfb7549f99fa91b3caa7b751e260 20aabd6b722f8f63b95e9112ec116b9a |
| bitstream.checksumAlgorithm.fl_str_mv |
MD5 MD5 MD5 MD5 MD5 MD5 MD5 |
| repository.name.fl_str_mv |
Repositório Institucional da Universidade Federal de Alfenas - RiUnifal - Universidade Federal de Alfenas (UNIFAL) |
| repository.mail.fl_str_mv |
repositorio@unifal-mg.edu.br |
| _version_ |
1859830902533652480 |