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A review of multimodal deep learning methods for genomic-enabled prediction in plant breeding.
Montesinos-López OA, Chavira-Flores M, Kiasmiantini, Crespo-Herrera L, Saint Piere C, Li H, Fritsche-Neto R, Al-Nowibet K, Montesinos-López A, Crossa J. Montesinos-López OA, et al. Among authors: montesinos lopez a. Genetics. 2024 Nov 5;228(4):iyae161. doi: 10.1093/genetics/iyae161. Online ahead of print. Genetics. 2024. PMID: 39499217 Free PMC article.
Machine learning algorithms translate big data into predictive breeding accuracy.
Crossa J, Montesinos-Lopez OA, Costa-Neto G, Vitale P, Martini JWR, Runcie D, Fritsche-Neto R, Montesinos-Lopez A, Pérez-Rodríguez P, Gerard G, Dreisigacker S, Crespo-Herrera L, Pierre CS, Lillemo M, Cuevas J, Bentley A, Ortiz R. Crossa J, et al. Among authors: montesinos lopez a. Trends Plant Sci. 2024 Oct 26:S1360-1385(24)00259-0. doi: 10.1016/j.tplants.2024.09.011. Online ahead of print. Trends Plant Sci. 2024. PMID: 39462718 Free article. Review.
Feature engineering of environmental covariates improves plant genomic-enabled prediction.
Montesinos-López OA, Crespo-Herrera L, Pierre CS, Cano-Paez B, Huerta-Prado GI, Mosqueda-González BA, Ramos-Pulido S, Gerard G, Alnowibet K, Fritsche-Neto R, Montesinos-López A, Crossa J. Montesinos-López OA, et al. Among authors: montesinos lopez a. Front Plant Sci. 2024 May 15;15:1349569. doi: 10.3389/fpls.2024.1349569. eCollection 2024. Front Plant Sci. 2024. PMID: 38812738 Free PMC article.
Data Augmentation Enhances Plant-Genomic-Enabled Predictions.
Montesinos-López OA, Solis-Camacho MA, Crespo-Herrera L, Saint Pierre C, Huerta Prado GI, Ramos-Pulido S, Al-Nowibet K, Fritsche-Neto R, Gerard G, Montesinos-López A, Crossa J. Montesinos-López OA, et al. Among authors: montesinos lopez a. Genes (Basel). 2024 Feb 24;15(3):286. doi: 10.3390/genes15030286. Genes (Basel). 2024. PMID: 38540344 Free PMC article.
73 results