Multivariate Statistical Machine Learning Methods for Genomic Prediction (Hardcover)

Language: English

Published by Springer Nature Switzerland AG, Cham, 2022

3030890090 / 9783030890094

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Hardcover. This book is open access under a CC BY 4.0 licenseThis open access book brings together the latest genome base prediction models currently being used by statisticians, breeders and data scientists. It provides an accessible way to understand the theory behind each statistical learning tool, the required pre-processing, the basics of model building, how to train statistical learning methods, the basic R scripts needed to implement each statistical learning tool, and the output of each tool. To do so, for each tool the book provides background theory, some elements of the R statistical software for its implementation, the conceptual underpinnings, and at least two illustrative examples with data from real-world genomic selection experiments. Lastly, worked-out examples help readers check their own comprehension.The book will greatly appeal to readers in plant (and animal) breeding, geneticists and statisticians, as it provides in a very accessible way the necessary theory, the appropriate R code, and illustrative examples for a complete understanding of each statistical learning tool. In addition, it weighs the advantages and disadvantages of each tool. It provides an accessible way to understand the theory behind each statistical learning tool, the required pre-processing, the basics of model building, how to train statistical learning methods, the basic R scripts needed to implement each statistical learning tool, and the output of each tool. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.…

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Title
Multivariate Statistical Machine Learning Methods for Genomic Prediction (Hardcover)
Author
Osval Antonio Montesinos Lopez
Publisher
Springer Nature Switzerland AG, Cham
Publication year
2022
Condition
new
Binding
Hardcover
Language
English
ISBN 10
3030890090
ISBN 13
9783030890094
Edition
1st Edition

AussieBookSeller

Truganina, VIC, Australia

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AbeBooks seller since June 22, 2007

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