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Application of linear discriminant model to evaluate the association between milk production, reproductive performance, and calving season in dairy cattle

Benha Veterinary Medical Journal • 2020
العودة
معلومات البحث
المؤلفون Hayaa A. Abd-El Rahman; Fardos A.M. Hassan; Eman R. Kamel
الكلمات المفتاحية Dairy cattle, Discriminant Analysis, Milk yield, Reproductive measures
المجلة العلمية Benha Veterinary Medical Journal
الناشر Not Available
المجلد 39
العدد Not Available
الصفحات 138-141
publication.type Local
رابط البحث Not Available
المواد المرفقة Not Available
الملخص
This study was aimed to determine the performance of linear discriminant analysis (LDA) for
differentiation between seasons of calving on the basis of 305day- milk yield, fat %, protein
%, days open (DO), days to first insemination (DFI), and number of services per conception.
By considering the assumption of this method, a random sample was selected from the animals
being represented by all explanatory variables. The discrimination between seasons of calving
was depended on the significance of coefficients, classification rate, in addition to the group
centroids. Results showed that LDA method selected 305day-milk yield (kg), days open (DO),
days to first insemination and number of services per conception, as the significant (P < 0.05)
contributors for data classification. The total variance explained by 2 functions was 79.2% and
15.9%, respectively. So, the 1st function can do well in discrimination process than the 2ndone.
The percentage of correct classification was 64.6%. In conclusion, LDA can be used effectively
for classification of calving seasons, even with violation of normality assumption