عنوان
پدید آورنده
موضوع
رده
کتابخانه
محل استقرار
شماره کتابشناسی ملی
شماره
TL34q919vf
زبان اثر
زبان متن نوشتاري يا گفتاري و مانند آن
انگلیسی
عنوان و نام پديدآور
عنوان اصلي
A Stochastic Restricted Maximum Likelihood Method for Genomic Selection and Genome-Wide Association Studies
نام عام مواد
[Thesis]
نام نخستين پديدآور
Lin, Chen
نام ساير پديدآوران
Xu, Shizhong
وضعیت نشر و پخش و غیره
تاریخ نشرو بخش و غیره
2019
یادداشتهای مربوط به پایان نامه ها
کسي که مدرک را اعطا کرده
Xu, Shizhong
امتياز متن
2019
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
Genomic selection is a marker-assisted methodology that dramatically decreases the cost of measuring phenotypes by using the whole-genome information to predict and select desirable individuals. In plant breeding, it plays an important role to speed up the breeding cycles. Modern techniques make obtaining marker information from the entire genome feasible. However, it results in high dimensionality of predictors when we implement a mathematical model to estimate the parameters and predict future crosses. Many statistical models including variable selection models can address this problem and have been applied in genomic selection. Variable selection models can also be applied in GWAS which is a powerful tool to discover the association between genetic variation and variation in quantitative traits. A novel statistical approach based on BLUP was proposed to be implemented in both genomic selection and GWAS. The general idea of the proposed approach is using an algorithm to divide markers into the small effect group and the large effect group. Markers within the large effect group can be potentially significant markers associated with the analyzed phenotypic trait. In Chapter 3, we used simulated data and two real-world data sets to demonstrate the distinctions among six statistical methods for genomic selection. In addition, the proposed model was applied in GWAS based on another simulated data, and the proposed model is superior to the other two variable selection models.
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )
مستند نام اشخاص تاييد نشده
Zareie, Hosein
نام شخص - ( مسئولیت معنوی درجه دوم )
مستند نام اشخاص تاييد نشده
Lin, Chen
شناسه افزوده (تنالگان)
مستند نام تنالگان تاييد نشده
UC Riverside
دسترسی و محل الکترونیکی
نام الکترونيکي
مطالعه متن کتاب وضعیت انتشار
فرمت انتشار
p
اطلاعات رکورد کتابشناسی
نوع ماده
[Thesis]
کد کاربرگه
276903
اطلاعات دسترسی رکورد
سطح دسترسي
a
تكميل شده
Y
