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Article
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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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A review of deep learning applications for genomic selection 

Montesinos-Lopez, O.A.; Montesinos-Lopez, A.; Perez-Rodriguez, P.; Barrón-López, A.; Martini, J.W.R.; Fajardo-Flores, S.B.; Gaytan-Lugo, L.S.; Santana-Mancilla, P.C.; Crossa, J. (BioMed Central, 2021)
Article
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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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Author
Crossa, J. (3)
Montesinos-Lopez, Osval Antonio (3)Gianola, D. (2)Juliana, P. (2)Martin Vallejo, Francisco Javier (2)Montesinos-Lopez, A. (2)Singh, R.P. (2)Barrón-López, A. (1)Fajardo-Flores, S.B. (1)Gaytan-Lugo, L.S. (1)... View More
Date Issued
2021 (1)2019 (2)
Type
Article (3)
Agrovoc
PLANT BREEDING (3)GENOMICS (2)ARTIFICIAL INTELLIGENCE (1)ARTIFICIAL SELECTION (1)BAYESIAN THEORY (1)CROP FORECASTING (1)DATA ANALYSIS (1)LEARNING (1)MACHINE LEARNING (1)MARKER-ASSISTED SELECTION (1)... View More
Keywords
Deep Learning (3)
Genomic Selection (3)Genomic Prediction (2)GenPred (2)Shared Data Resources (2)Genomic Trends (1)Mixed Phenotypes (Binary Ordinal and Continuous) (1)Multiple-Trait (1)Support Vector Machine (1)Threshold GBLUP (1)... View More


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