FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2885150375> ?p ?o ?g. }

• W2885150375 abstract "Abstract Recent work has suggested that the performance of prediction models for complex traits may depend on the architecture of the target traits. Here we compared several prediction models with respect to their ability of predicting phenotypes under various statistical architectures of gene action: (1) purely additive, (2) additive and dominance, (3) additive, dominance, and two-locus epistasis, and (4) purely epistatic settings. Simulation and a real chicken dataset were used. Fourteen prediction models were compared: BayesA, BayesB, BayesC, Bayesian LASSO, Bayesian ridge regression, elastic net, genomic best linear unbiased prediction, a Gaussian process, LASSO, random forests, reproducing kernel Hilbert spaces regression, ridge regression (best linear unbiased prediction), relevance vector machines, and support vector machines. When the trait was under additive gene action, the parametric prediction models outperformed non-parametric ones. Conversely, when the trait was under epistatic gene action, the non-parametric prediction models provided more accurate predictions. Thus, prediction models must be selected according to the most probably underlying architecture of traits. In the chicken dataset examined, most models had similar prediction performance. Our results corroborate the view that there is no universally best prediction models, and that the development of robust prediction models is an important research objective." @default.
• W2885150375 created "2018-08-22" @default.
• W2885150375 creator A5009058174 @default.
• W2885150375 creator A5015084098 @default.
• W2885150375 creator A5018690475 @default.
• W2885150375 creator A5022260166 @default.
• W2885150375 creator A5037712270 @default.
• W2885150375 creator A5086458556 @default.
• W2885150375 creator A5086870397 @default.
• W2885150375 creator A5088605177 @default.
• W2885150375 date "2018-08-17" @default.
• W2885150375 modified "2023-10-13" @default.
• W2885150375 title "Predictive ability of genome-assisted statistical models under various forms of gene action" @default.
• W2885150375 cites W1502922572 @default.
• W2885150375 cites W1786155944 @default.
• W2885150375 cites W1916564097 @default.
• W2885150375 cites W1928998639 @default.
• W2885150375 cites W1966803214 @default.
• W2885150375 cites W1967938210 @default.
• W2885150375 cites W1970149620 @default.
• W2885150375 cites W1976415646 @default.
• W2885150375 cites W1982652137 @default.
• W2885150375 cites W1986084863 @default.
• W2885150375 cites W1991248908 @default.
• W2885150375 cites W1998447523 @default.
• W2885150375 cites W2003747371 @default.
• W2885150375 cites W2011753368 @default.
• W2885150375 cites W2014004789 @default.
• W2885150375 cites W2017611454 @default.
• W2885150375 cites W2018457274 @default.
• W2885150375 cites W2034846276 @default.
• W2885150375 cites W2043695363 @default.
• W2885150375 cites W2049017883 @default.
• W2885150375 cites W2057278369 @default.
• W2885150375 cites W2059542829 @default.
• W2885150375 cites W2061187129 @default.
• W2885150375 cites W2064013109 @default.
• W2885150375 cites W2067715889 @default.
• W2885150375 cites W2071635972 @default.
• W2885150375 cites W2072214908 @default.
• W2885150375 cites W2077946779 @default.
• W2885150375 cites W2097360283 @default.
• W2885150375 cites W2102087753 @default.
• W2885150375 cites W2102273814 @default.
• W2885150375 cites W2106323601 @default.
• W2885150375 cites W2106470529 @default.
• W2885150375 cites W2106807044 @default.
• W2885150375 cites W2109349581 @default.
• W2885150375 cites W2111269200 @default.
• W2885150375 cites W2114044285 @default.
• W2885150375 cites W2120155467 @default.
• W2885150375 cites W2122825543 @default.
• W2885150375 cites W2128343509 @default.
• W2885150375 cites W2130434665 @default.
• W2885150375 cites W2135734970 @default.
• W2885150375 cites W2136889170 @default.
• W2885150375 cites W2140573444 @default.
• W2885150375 cites W2154562310 @default.
• W2885150375 cites W2154978106 @default.
• W2885150375 cites W2158376448 @default.
• W2885150375 cites W2160608514 @default.
• W2885150375 cites W2161633633 @default.
• W2885150375 cites W2162835401 @default.
• W2885150375 cites W2163468216 @default.
• W2885150375 cites W2163937097 @default.
• W2885150375 cites W2164545188 @default.
• W2885150375 cites W2465985002 @default.
• W2885150375 cites W4294541781 @default.
• W2885150375 doi "https://doi.org/10.1038/s41598-018-30089-2" @default.
• W2885150375 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6098164" @default.
• W2885150375 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30120288" @default.
• W2885150375 hasPublicationYear "2018" @default.
• W2885150375 type Work @default.
• W2885150375 sameAs 2885150375 @default.
• W2885150375 citedByCount "34" @default.
• W2885150375 countsByYear W28851503752019 @default.
• W2885150375 countsByYear W28851503752020 @default.
• W2885150375 countsByYear W28851503752021 @default.
• W2885150375 countsByYear W28851503752022 @default.
• W2885150375 countsByYear W28851503752023 @default.
• W2885150375 crossrefType "journal-article" @default.
• W2885150375 hasAuthorship W2885150375A5009058174 @default.
• W2885150375 hasAuthorship W2885150375A5015084098 @default.
• W2885150375 hasAuthorship W2885150375A5018690475 @default.
• W2885150375 hasAuthorship W2885150375A5022260166 @default.
• W2885150375 hasAuthorship W2885150375A5037712270 @default.
• W2885150375 hasAuthorship W2885150375A5086458556 @default.
• W2885150375 hasAuthorship W2885150375A5086870397 @default.
• W2885150375 hasAuthorship W2885150375A5088605177 @default.
• W2885150375 hasBestOaLocation W28851503751 @default.
• W2885150375 hasConcept C104317684 @default.
• W2885150375 hasConcept C105795698 @default.
• W2885150375 hasConcept C106934330 @default.
• W2885150375 hasConcept C107673813 @default.
• W2885150375 hasConcept C119857082 @default.
• W2885150375 hasConcept C12267149 @default.
• W2885150375 hasConcept C136764020 @default.
• W2885150375 hasConcept C148483581 @default.
• W2885150375 hasConcept C154945302 @default.
• W2885150375 hasConcept C163175372 @default.

• next