Genomic Prediction of Complex Traits in Perennial Plants: A Case for Forest Trees.
Sign Up to like & getrecommendations! Published in 2022 at "Methods in molecular biology"
DOI: 10.1007/978-1-0716-2205-6_18
Abstract: This chapter provides an overview of the genomic selection progress in long-lived forest tree species. Factors affecting the prediction accuracy in genomic prediction are assessed with examples from empirical studies. Infrastructure and resources required for… read more here.
Keywords: genomic prediction; prediction complex; traits perennial; prediction ... See more keywords
Genomic Prediction of Complex Traits in Forage Plants Species: Perennial Grasses Case.
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DOI: 10.1007/978-1-0716-2205-6_19
Abstract: The majority of forage grass species are obligate outbreeders. Their breeding classically consists of an initial selection on spaced plants for highly heritable traits such as disease resistances and heading date, followed by familial selection… read more here.
Keywords: genomic prediction; prediction complex; forage; species perennial ... See more keywords
On the optimal designs for the prediction of complex Ornstein-Uhlenbeck processes
Sign Up to like & getrecommendations! Published in 2019 at "Communications in Statistics - Theory and Methods"
DOI: 10.1080/03610926.2019.1645855
Abstract: Abstract Physics, chemistry, biology or finance are just some examples out of the many fields where complex Ornstein-Uhlenbeck (OU) processes have various applications in statistical modeling. They play role e.g. in the description of the… read more here.
Keywords: complex ornstein; uhlenbeck processes; prediction complex; ornstein uhlenbeck ... See more keywords
Can Deep Learning Improve Genomic Prediction of Complex Human Traits?
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DOI: 10.1534/genetics.118.301298
Abstract: The current excitement around artificial intelligence and the renewed interest in “deep learning” (DL) have been applied to the genetic analysis of complex traits; however, the performance of DL for genomic prediction of complex... The… read more here.
Keywords: complex human; prediction complex; genomic prediction; deep learning ... See more keywords
Prediction of Complex Traits: Robust Alternatives to Best Linear Unbiased Prediction
Sign Up to like & getrecommendations! Published in 2018 at "Frontiers in Genetics"
DOI: 10.3389/fgene.2018.00195
Abstract: A widely used method for prediction of complex traits in animal and plant breeding is “genomic best linear unbiased prediction” (GBLUP). In a quantitative genetics setting, BLUP is a linear regression of phenotypes on a… read more here.
Keywords: prediction complex; unbiased prediction; linear unbiased; best linear ... See more keywords