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Montesinos López, Abelardo
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Statistical Machine-Learning Methods for Genomic Prediction..:

Montesinos López, Osval ; Mosqueda González, Brandon ; Montesinos López, Abelardo.
Genes.  14 (2023)  5 - p. 1003 , 2023
Link: https://doi.org/10.3390/..
 
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Random Forest for Genomic Prediction:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 633-681 , 2022
Link: https://doi.org/10.1007/..
 
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3

Reproducing Kernel Hilbert Spaces Regression and Classifica..:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 251-336 , 2022
Link: https://doi.org/10.1007/..
 
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4

Preprocessing Tools for Data Preparation:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 35-70 , 2022
Link: https://doi.org/10.1007/..
 
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5

Artificial Neural Networks and Deep Learning for Genomic Pr..:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 427-476 , 2022
Link: https://doi.org/10.1007/..
 
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6

Overfitting, Model Tuning, and Evaluation of Prediction Per..:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 109-139 , 2022
Link: https://doi.org/10.1007/..
 
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7

Bayesian Genomic Linear Regression:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 171-208 , 2022
Link: https://doi.org/10.1007/..
 
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8

Linear Mixed Models:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 141-170 , 2022
Link: https://doi.org/10.1007/..
 
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9

Functional Regression:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 579-631 , 2022
Link: https://doi.org/10.1007/..
 
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10

A General-Purpose Machine Learning R Library for Sparse Ker..:

Montesinos López, Osval Antonio ; Mosqueda González, Brandon Alejandro ; Palafox González, Abel..
Frontiers in Genetics.  13 (2022)  - p. , 2022
Link: https://doi.org/10.3389/..
 
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11

Elements for Building Supervised Statistical Machine Learni..:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 71-108 , 2022
Link: https://doi.org/10.1007/..
 
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12

General Elements of Genomic Selection and Statistical Learn..:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 1-34 , 2022
Link: https://doi.org/10.1007/..
 
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13

Convolutional Neural Networks:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 533-577 , 2022
Link: https://doi.org/10.1007/..
 
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14

Artificial Neural Networks and Deep Learning for Genomic Pr..:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 477-532 , 2022
Link: https://doi.org/10.1007/..
 
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15

Support Vector Machines and Support Vector Regression:

, In: Multivariate Statistical Machine Learning Methods for Genomic Prediction,
Montesinos López, Osval Antonio ; Montesinos López, Abelardo ; Crossa, Jose - p. 337-378 , 2022
Link: https://doi.org/10.1007/..
 
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