Determination of the Effect of Somatic Cell Count on Udder Measurements and Subclinical Mastitis with Data Mining Method

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dc.authorid0000-0003-2862-7369
dc.contributor.authorKucukonder, Hande
dc.contributor.authorUckardes, Fatih
dc.contributor.authorCeyhan, Ayhan
dc.contributor.authorCinar, Mahmut
dc.date.accessioned2019-08-01T13:38:39Z
dc.date.available2019-08-01T13:38:39Z
dc.date.issued2015
dc.departmentNiğde ÖHÜ
dc.description.abstractIn this study, it was aimed to determine the effect of somatic cell count (SCC) on udder measurements and subclinical mastitis in Holstein cows by data mining method. In the study, the udder measurements and the SCC values of milk samples taken monthly from 79 Holstein cows were used. The Bayesian Net, Decision Table and Nearest Neighbors algorithms were used in the classification of the udder measurements, and model validation is determined by the simple validation method. In the study, it has been found that the best classification model was formed according to the Nearest Neighbors algorithm with the accuracy rate of 97.95% [ Root Mean Square Error (RMSE): 0.07, Mean Absolute Error (MAE):0.01, Root Relative Squared Error-RRSE (%):22.20, Relative Absolute Error -RAE (%): 5.78, Kappa statistic: 0.95]. The effect of udder measurements on subclinical mastitis was found significant for the front teat length (FTL), the distance between rear teats (DBRT), the distance between side teats (DBST), the rear teat height (RTH) (P<0.01) and the rear teat diameter (RTD) (P<0.05). (C) 2015 PVJ. All rights reserved
dc.description.sponsorshipDepartment of Scientific Research Projects, Nigde University [99/14]
dc.description.sponsorshipThe authors would like to thank the Department of Scientific Research Projects, Nigde University, for funding the project (Project Number: 99/14).
dc.identifier.endpage445
dc.identifier.issn0253-8318
dc.identifier.issn2074-7764
dc.identifier.issue4
dc.identifier.scopus2-s2.0-84947242647
dc.identifier.scopusqualityQ2
dc.identifier.startpage441
dc.identifier.urihttps://hdl.handle.net/11480/4020
dc.identifier.volume35
dc.identifier.wosWOS:000366758200009
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthor[0-Belirlenecek]
dc.language.isoen
dc.publisherUNIV AGRICULTURE, FAC VETERINARY SCIENCE
dc.relation.ispartofPAKISTAN VETERINARY JOURNAL
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.subjectData mining
dc.subjectHolstein cow
dc.subjectSCC
dc.subjectSubclinical mastitis
dc.subjectUdder measurement
dc.titleDetermination of the Effect of Somatic Cell Count on Udder Measurements and Subclinical Mastitis with Data Mining Method
dc.typeArticle

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