{"product_id":"multivariate-statistical-machine-learning-methods-osval-antonio-montesinos-l-pez-9783030890124","title":"Multivariate Statistical Machine Learning Methods for Genomic Prediction","description":"Preface.- Chapter 1.- General elements of genomic selection and statistical learning.- Chapter. 2.- Preprocessing tools for data preparation.- Chapter. 3.- Elements for building supervised statistical machine learning models.- Chapter. 4.- Overfitting, model tuning and evaluation of prediction performance.- Chapter. 5.- Linear Mixed Models.- Chapter. 6.- Bayesian Genomic Linear Regression.- Chapter. 7.- Bayesian and classical prediction models for categorical and count data.- Chapter. 8.- Reproducing Kernel Hilbert Spaces Regression and Classification Methods.- Chapter. 9.- Support vector machines and support vector regression.- Chapter. 10.- Fundamentals of artificial neural networks and deep learning.- Chapter. 11.- Artificial neural networks and deep learning for genomic prediction of continuous outcomes.- Chapter. 12.- Artificial neural networks and deep learning for genomic prediction of binary, ordinal and mixed outcomes.- Chapter. 13.- Convolutional neural networks.- Chapter. 14.- Functional regression.- Chapter. 15.- Random forest for genomic prediction.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Osval Antonio Montesinos López, Abelardo Montesinos López, José Crossa\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 3030890120\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9783030890124\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Springer\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 01\/14\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 691\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.17lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.43d","brand":"Osval Antonio Montesinos López","offers":[{"title":"Paperback","offer_id":44073547497727,"sku":"9783030890124","price":49.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_d58510d5-f422-456a-bbc0-85db30e58b06.jpg?v=1685448467","url":"https:\/\/www.whiterainbookhouse.com\/products\/multivariate-statistical-machine-learning-methods-osval-antonio-montesinos-l-pez-9783030890124","provider":"WR Book House","version":"1.0","type":"link"}