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Prediction of Complex Traits Using Genomic Data

Prediction of Complex Traits Using Genomic Data

by Gustavo De Los Campos and Daniel Gianola
Hardback
Publication Date: 05/01/2026

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This book explains and demonstrates with real and simulated examples how whole-genome information can be used for predicting complex traits, with applications in animal, human, and plant genetics. After giving a brief introduction, the book covers linear models and dimensionality, plus regularized regressions. It then progresses to the genomic best linear unbiased predictor, the Bayesian alphabet, reproducing Kernel Hiblert spaces regressions, penalized neural networks, and re-sampling methods. Lastly, it covers whole genome regression and population stratification.

ISBN:
9781482253740
9781482253740
Category:
Biotechnology
Format:
Hardback
Publication Date:
05-01-2026
Language:
English
Publisher:
CRC Press LLC
Country of origin:
United States
Dimensions (mm):
234.95x155.96mm

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