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Efficient approximations of the inverse of a part of the additive relationship matrix
Faux, P.; Gengler, Nicolas
2014In Proceedings of 10th World Congress of Genetics Applied to Livestock Production
Peer reviewed
 

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Keywords :
additive relationships; genomic selection; matrix inversion
Abstract :
[en] Many computations as current implementations of single-step genomic BLUP require the inverse of A22, the additive relationship matrix between genotyped animals. Inversion of this matrix may be imeconsuming when the number of animals increases beyond tens of thousands. Sparsity pattern of its inverse, computed using pedigree information, may help to reduce computations. However, the inverse is sometimes extremely dense. An alternate implementation proposed in this study restricts the sparsity pattern of the inverse of A22 in order to approximate its inverse. Such approximations are then computed for 4 different orders of A22 (10,000; 25,000; 50,000 and 75,000). Using the best approximations, reliabilities of breeding values in equivalent model instead of regular animal model are slightly inferior. Moreover, computing times of these approximations are limited (e.g. 4h for an order of 75,000) and may be sped up by a factor of 3 using parallel computing.
Disciplines :
Animal production & animal husbandry
Author, co-author :
Faux, P.
Gengler, Nicolas  ;  Université de Liège - ULiège > Agronomie, Bio-ingénierie et Chimie (AgroBioChem) > Ingénierie des productions animales et nutrition
Language :
English
Title :
Efficient approximations of the inverse of a part of the additive relationship matrix
Publication date :
17 August 2014
Event name :
10th World Congress of Genetics Applied to Livestock Production
Event organizer :
ASAS
Event place :
Vancouver, BC, Canada
Event date :
August 17-22, 2014
Audience :
International
Main work title :
Proceedings of 10th World Congress of Genetics Applied to Livestock Production
Peer reviewed :
Peer reviewed
Available on ORBi :
since 13 December 2017

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