Classification of Kashar Cheeses Based on Their Chemical, Color and Instrumental Textural Characteristics Using Principal Component and Hierarchical Cluster Analysis

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Özet

Principal component analysis and hierarchical cluster analysis were applied to investigate physicochemical and instrumental textural properties of fresh kashar cheese. Four different principal components sufficiently explained the variability in the cheese samples. In addition, hierarchical cluster analysis was performed to group the kashar cheese samples regarding physicochemical and instrumental textural properties. Instrumental textural properties indicated greater variability than chemical composition of cheese samples. Principal component analysis revealed that color parameters were positively correlated with textural and chemical parameters. The results of this study revealed that other parameters rather than chemical composition would be effective on the instrumental textural properties. It was proved that principal component analysis was a very effective statistical tool to determine quality of cheese samples. According to the principal component analysis and hierarchical cluster analysis results, the attributes defining the kashar cheese samples were determined to be primarily the texture profile analysis parameters.

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29
OpenAlex
35
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AlanDeğerDil
dc.contributor.authorEroglu, Ali
dc.contributor.authorDogan, Mahmut
dc.contributor.authorToker, Omer Said
dc.contributor.authorYilmaz, Mustafa Tahsin
dc.date.accessioned2026-10-28T14:58:59.701139491Z
dc.date.available2026-10-28T14:58:59.701139491Z
dc.date.issued2015
dc.description.abstractPrincipal component analysis and hierarchical cluster analysis were applied to investigate physicochemical and instrumental textural properties of fresh kashar cheese. Four different principal components sufficiently explained the variability in the cheese samples. In addition, hierarchical cluster analysis was performed to group the kashar cheese samples regarding physicochemical and instrumental textural properties. Instrumental textural properties indicated greater variability than chemical composition of cheese samples. Principal component analysis revealed that color parameters were positively correlated with textural and chemical parameters. The results of this study revealed that other parameters rather than chemical composition would be effective on the instrumental textural properties. It was proved that principal component analysis was a very effective statistical tool to determine quality of cheese samples. According to the principal component analysis and hierarchical cluster analysis results, the attributes defining the kashar cheese samples were determined to be primarily the texture profile analysis parameters.
dc.description.sponsorshipScientific Research Projects (Istanbul, Turkey) of Yildiz Technical University Coordinating Office [2012-07-05-KAP01]
dc.identifier.doi10.1080/10942912.2013.864673
dc.identifier.eissn1532-2386
dc.identifier.endpage921
dc.identifier.issn1094-2912
dc.identifier.issue4
dc.identifier.startpage909
dc.identifier.urihttps://rdlopen.rawdatalibrary.net/r/munzur/4176
dc.identifier.volume18
dc.identifier.wosWOS:000356221700019
dc.language.isoen
dc.publisherTAYLOR & FRANCIS INC
dc.relation.ispartofINTERNATIONAL JOURNAL OF FOOD PROPERTIES
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectKashar cheese
dc.subjectTexture
dc.subjectPhysicochemical
dc.subjectPrincipal component analysis
dc.subjectHierarchical cluster analysis
dc.subject.classificationFood Science & Technology
dc.subject.otherTO-MOISTURE RATIO
dc.subject.otherCHEDDAR CHEESE
dc.subject.otherVOLATILE COMPOSITION
dc.subject.otherSENSORY PROPERTIES
dc.subject.otherPROCESSED CHEESE
dc.subject.otherFAT
dc.subject.otherSALT
dc.subject.otherMICROSTRUCTURE
dc.subject.otherPROTEOLYSIS
dc.subject.otherPHOSPHORUS
dc.titleClassification of Kashar Cheeses Based on Their Chemical, Color and Instrumental Textural Characteristics Using Principal Component and Hierarchical Cluster Analysis
dc.typeArticle
rdl.citation.openalex35
rdl.citation.wos29
rdl.oa.statusbronze
rdl.oa.urlhttps://www.tandfonline.com/doi/pdf/10.1080/10942912.2013.864673?needAccess=true
rdl.scopus.quartileQ1
rdl.sdgSDG02
rdl.source.indexWOS
rdl.wos.indexScience Citation Index Expanded (SCI-EXPANDED)