Crossa, José

Genomic Selection in Plant Breeding: Methods, Models, and Perspectives

Crossa, J., Pérez-Rodríguez, P., Cuevas, J., Montesinos-López, O., Jarquín, D., de los Campos, G., Burgueño, J., González-Camacho, J. M., Pérez-Elizalde, S., Beyene, Y., et al. (2017) · Trends in Plant Science

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

Cited by 1,839

A reaction norm model for genomic selection using high-dimensional genomic and environmental data

Jarquín, D., Crossa, J., Lacaze, X., Du Cheyron, P., Daucourt, J., Lorgeou, J., Piraux, F., Guerreiro, L., Pérez, P., Calus, M., et al. (2014) · Theoretical and Applied Genetics

Genetic and phenotypic traits in livestockGenetics and Plant Breeding

Cited by 687

Multivariate statistical machine learning methods for genomic prediction

Montesinos López, O. A., Montesinos López, A., & Crossa, J. (2022) · Springer eBooks

Genetic and phenotypic traits in livestockGenetic Associations and Epidemiology

Cited by 516

Semi-parametric genomic-enabled prediction of genetic values using reproducing kernel Hilbert spaces methods

DE LOS CAMPOS, G., GIANOLA, D., ROSA, G. J. M., WEIGEL, K. A., & CROSSA, J. (2010) · Genetics Research

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

Cited by 361

A review of deep learning applications for genomic selection

Montesinos-López, O. A., Montesinos-López, A., Pérez-Rodríguez, P., Barrón-López, J. A., Martini, J. W. R., Fajardo-Flores, S. B., Gaytan-Lugo, L. S., Santana-Mancilla, P. C., & Crossa, J. (2021) · BMC Genomics

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

Cited by 361

Genomic prediction in biparental tropical maize populations in water-stressed and well-watered environments using low-density and GBS SNPs

Zhang, X., Pérez-Rodríguez, P., Semagn, K., Beyene, Y., Babu, R., López-Cruz, M. A., San Vicente, F., Olsen, M., Buckler, E., Jannink, J.-L., et al. (2015) · Heredity

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

Cited by 212

Genomic Prediction of Genotype × Environment Interaction Kernel Regression Models

Cuevas, J., Crossa, J., Soberanis, V., Pérez‐Elizalde, S., Pérez‐Rodríguez, P., Campos, G. D. L., Montesinos‐López, O. A., & Burgueño, J. (2016) · The Plant Genome

Genetic and phenotypic traits in livestockGenetics and Plant Breeding

Cited by 181

Bayesian Genomic Prediction with Genotype × Environment Interaction Kernel Models

Cuevas, J., Crossa, J., Montesinos-López, O. A., Burgueño, J., Pérez-Rodríguez, P., & de los Campos, G. (2017) · G3 Genes Genomes Genetics

Genetic and phenotypic traits in livestockGenetics and Plant Breeding

Cited by 157

Nonlinear kernels, dominance, and envirotyping data increase the accuracy of genome-based prediction in multi-environment trials

Costa-Neto, G., Fritsche-Neto, R., & Crossa, J. (2021) · Heredity

Genetic and phenotypic traits in livestockGenetics and Plant Breeding

Cited by 153

Deep Kernel for Genomic and Near Infrared Predictions in Multi-environment Breeding Trials

Cuevas, J., Montesinos-López, O., Juliana, P., Guzmán, C., Pérez-Rodríguez, P., González-Bucio, J., Burgueño, J., Montesinos-López, A., & Crossa, J. (2019) · G3 Genes|Genomes|Genetics

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

Cited by 97

Genomic Bayesian functional regression models with interactions for predicting wheat grain yield using hyper-spectral image data

Montesinos-López, A., Montesinos-López, O. A., Cuevas, J., Mata-López, W. A., Burgueño, J., Mondal, S., Huerta, J., Singh, R., Autrique, E., González-Pérez, L., et al. (2017) · Plant Methods

Spectroscopy and Chemometric AnalysesRemote Sensing in Agriculture

Cited by 86

Deep Kernel and Deep Learning for Genome-Based Prediction of Single Traits in Multienvironment Breeding Trials

Crossa, J., Martini, J. W. R., Gianola, D., Pérez-Rodríguez, P., Jarquin, D., Juliana, P., Montesinos-López, O., & Cuevas, J. (2019) · Frontiers in Genetics

Genetic and phenotypic traits in livestockGenetics and Plant Breeding

Cited by 79

Genomic models with genotype × environment interaction for predicting hybrid performance: an application in maize hybrids

Acosta-Pech, R., Crossa, J., de los Campos, G., Teyssèdre, S., Claustres, B., Pérez-Elizalde, S., & Pérez-Rodríguez, P. (2017) · Theoretical and Applied Genetics

Genetic and phenotypic traits in livestockGenetics and Plant Breeding

Cited by 74

Analysis of Variety Yield Trials Using Two-Dimensional Separable ARIMA Processes

Grondona, M. O., Crossa, J., Fox, P. N., & Pfeiffer, W. H. (1996) · Biometrics

Spatial and Panel Data AnalysisGenetics and Plant Breeding

Cited by 66

A review of multimodal deep learning methods for genomic-enabled prediction in plant breeding

Montesinos-López, O. A., Chavira-Flores, M., Kiasmiantini, Crespo-Herrera, L., Saint Piere, C., Li, H., Fritsche-Neto, R., Al-Nowibet, K., Montesinos-López, A., & Crossa, J. (2024) · GENETICS

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

Cited by 47

Genome-based prediction of Bayesian linear and non-linear regression models for ordinal data

Pérez‐Rodríguez, P., Flores‐Galarza, S., Vaquera‐Huerta, H., del Valle‐Paniagua, D. H., Montesinos‐López, O. A., & Crossa, J. (2020) · The Plant Genome

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

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Bayesian Genomic-Enabled Prediction as an Inverse Problem

Cuevas, J., Pérez-Elizalde, S., Soberanis, V., Pérez-Rodríguez, P., Gianola, D., & Crossa, J. (2014) · G3 Genes|Genomes|Genetics

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

Cited by 10

Improving Genomic Prediction Using High‐Dimensional Secondary Phenotypes: The Genetic Latent Factor Approach

Melsen, K. A. C., Kunst, J. F., Crossa, J., Krause, M. R., van Eeuwijk, F. A., Kruijer, W., & Peeters, C. F. W. (2025) · Biometrical Journal

Genetic and phenotypic traits in livestockGenetic Mapping and Diversity in Plants and Animals

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