Multivariate Statistical Machine Learning Methods For Genomic Prediction

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Multivariate Statistical Machine Learning Methods For Genomic Prediction

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Author : Osval Antonio Montesinos López
language : en
Publisher: Springer Nature
Release Date : 2022-02-14

Multivariate Statistical Machine Learning Methods For Genomic Prediction written by Osval Antonio Montesinos López and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-14 with Technology & Engineering categories.

This book is open access under a CC BY 4.0 license This 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.

Journal Of The American Statistical Association

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Author :
language : en
Publisher:
Release Date : 2007

Journal Of The American Statistical Association written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2007 with Electronic journals categories.

Gecco 2000

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Author : L. Darrell Whitley
language : en
Publisher: Morgan Kaufmann
Release Date : 2000

Gecco 2000 written by L. Darrell Whitley and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000 with Computers categories.

40th Annual Meeting Of The American Society Of Clinical Oncology

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Author : American Society of Clinical Oncology. Annual Meeting
language : en
Publisher:
Release Date : 2004

40th Annual Meeting Of The American Society Of Clinical Oncology written by American Society of Clinical Oncology. Annual Meeting and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Medical categories.

Annual Meeting Proceedings

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Author : American Society of Clinical Oncology. Meeting
language : en
Publisher:
Release Date : 2004

Annual Meeting Proceedings written by American Society of Clinical Oncology. Meeting and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with categories.

Bioscience Colorado

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Author :
language : en
Publisher:
Release Date : 2014

Bioscience Colorado written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014 with Genetics categories.

Classification Literature Automated Search Service

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Author :
language : en
Publisher:
Release Date : 1993

Classification Literature Automated Search Service written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993 with Bliss Bibliographic classification categories.

American Doctoral Dissertations

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Author :
language : en
Publisher:
Release Date : 2002

American Doctoral Dissertations written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Dissertation abstracts categories.

The Chipping Forecast

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Author :
language : en
Publisher:
Release Date : 2002

The Chipping Forecast written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with DNA microarrays categories.

Index To Theses With Abstracts Accepted For Higher Degrees By The Universities Of Great Britain And Ireland And The Council For National Academic Awards

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Author :
language : en
Publisher:
Release Date : 2006

Index To Theses With Abstracts Accepted For Higher Degrees By The Universities Of Great Britain And Ireland And The Council For National Academic Awards written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Dissertations, Academic categories.