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Retrospective quantitative genetic analysis and genomic prediction of global wheat yields 

Juliana, P.; Singh, R.P.; Braun, H.J.; Huerta-Espino, J.; Crespo-Herrera, L.A.; Payne, T.S.; Poland, J.A.; Shrestha, S.; Kumar, U.; Joshi, A.K.; Imtiaz, M.; Rahman, M.M.; Toledo, F.H. (Frontiers, 2020)
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New deep learning genomic-based prediction model for multiple traits with binary, ordinal, and continuous phenotypes 

Montesinos-Lopez, O.A.; Martin-Vallejo, J.; Crossa, J.; Gianola, D.; Hernández Suárez, C.M.; Montesinos-López, A.; Juliana, P.; Singh, R.P. (Genetics Society of America, 2019)
Multiple-trait experiments with mixed phenotypes (binary, ordinal and continuous) are not rare in animal and plant breeding programs. However, there is a lack of statistical models that can exploit the correlation between ...
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A benchmarking between deep learning, support vector machine and bayesian threshold best linear unbiased prediction for predicting ordinal traits in plant breeding 

Montesinos-Lopez, O.A.; Martin-Vallejo, J.; Crossa, J.; Gianola, D.; Hernández Suárez, C.M.; Montesinos-Lopez, A.; Juliana, P.; Singh, R.P. (Genetics Society of America, 2019)
Genomic selection is revolutionizing plant breeding. However, still lacking are better statistical models for ordinal phenotypes to improve the accuracy of the selection of candidate genotypes. For this reason, in this ...

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Author
Juliana, P. (3)
Singh, R.P. (3)
Crossa, J. (2)Gianola, D. (2)Martin Vallejo, Francisco Javier (2)Montesinos-Lopez, Osval Antonio (2)Braun, Hans-Joachim (1)Crespo Herrera, Leonardo Abdiel (1)Hernandez-Suarez, C.M. (1)Hernández Suárez, C.M. (1)... View More
Date Issued
2020 (1)2019 (2)
Type
Article (3)
Agrovoc
PLANT BREEDING (2)ARTIFICIAL SELECTION (1)BAYESIAN THEORY (1)CROP FORECASTING (1)DATA ANALYSIS (1)GENOMICS (1)GENOTYPE ENVIRONMENT INTERACTION (1)GRAIN (1)MACHINE LEARNING (1)PHENOTYPES (1)... View More
Keywords
Genomic Prediction (3)
Deep Learning (2)Genomic Selection (2)GenPred (2)Shared Data Resources (2)Grain Yield (1)Mixed Phenotypes (Binary Ordinal and Continuous) (1)Multiple-Trait (1)Support Vector Machine (1)Threshold GBLUP (1)... View More


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