Enhancing genome-enabled prediction by bagging genomic BLUP.

作者: Daniel Gianola , Kent A. Weigel , Nicole Krämer , Alessandra Stella , Chris-Carolin Schön

DOI: 10.1371/JOURNAL.PONE.0091693

关键词: Quantitative trait locusGenomeStatisticsResamplingGeneticsGrain yieldSample size determinationBootstrap aggregatingBest linear unbiased predictionBiologyLinear model

摘要: … or not the predictive ability of genomic best linear unbiased prediction (GBLUP) could be … of GBLUP, both at the level of the genetic signal and of marker effects. The performance of …

参考文章(46)
C. R. Henderson, SIRE EVALUATION AND GENETIC TRENDS Journal of Animal Science. ,vol. 1973, pp. 10- 41 ,(1973) , 10.2527/1973.1973SYMPOSIUM10X
A Nejati-Javaremi, C Smith, J P Gibson, Effect of Total Allelic Relationship on Accuracy of Evaluation and Response to Selection Journal of Animal Science. ,vol. 75, pp. 1738- 1745 ,(1997) , 10.2527/1997.7571738X
Leo Breiman, Using Iterated Bagging to Debias Regressions Machine Learning. ,vol. 45, pp. 261- 277 ,(2001) , 10.1023/A:1017934522171
Lutz Kilian, Lutz Kilian, Atsushi Inoue, How Useful is Bagging in Forecasting Economic Time Series? A Case Study of US CPI Inflation Social Science Research Network. ,(2005)
Charles R Henderson, Applications of linear models in animal breeding Published in <b>1984</b> in Guelph by University of Guelph. ,(1984)
Carlos Valle, Ricardo Ñanculef, Héctor Allende, Claudio Moraga, Two bagging algorithms with coupled learners to encourage diversity intelligent data analysis. pp. 130- 139 ,(2007) , 10.1007/978-3-540-74825-0_12
T. H. E. Meuwissen, M. E. Goddard, B. J. Hayes, Prediction of Total Genetic Value Using Genome-Wide Dense Marker Maps Genetics. ,vol. 157, pp. 1819- 1829 ,(2001) , 10.1093/GENETICS/157.4.1819
H. D. Daetwyler, J. M. Hickey, J. M. Henshall, S. Dominik, B. Gredler, J. H. J. van der Werf, B. J. Hayes, Accuracy of estimated genomic breeding values for wool and meat traits in a multi-breed sheep population Animal Production Science. ,vol. 50, pp. 1004- 1010 ,(2010) , 10.1071/AN10096
William Astle, David J. Balding, Population Structure and Cryptic Relatedness in Genetic Association Studies Statistical Science. ,vol. 24, pp. 451- 471 ,(2009) , 10.1214/09-STS307