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Multivariate Statistical Machine Learning Methods for Genomic Prediction最新文献

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Multivariate Statistical Machine Learning Methods for Genomic Prediction 基因组预测的多元统计机器学习方法
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
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引用次数: 79
Elements for Building Supervised Statistical Machine Learning Models 构建监督统计机器学习模型的要素
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_3
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
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引用次数: 0
Artificial Neural Networks and Deep Learning for Genomic Prediction of Binary, Ordinal, and Mixed Outcomes 人工神经网络和深度学习用于二元、有序和混合结果的基因组预测
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_12
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
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引用次数: 0
General Elements of Genomic Selection and Statistical Learning 基因组选择和统计学习的一般要素
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_1
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
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引用次数: 0
Support Vector Machines and Support Vector Regression 支持向量机和支持向量回归
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_9
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
{"title":"Support Vector Machines and Support Vector Regression","authors":"O. A. Montesinos López, Abelardo Montesinos López, J. Crossa","doi":"10.1007/978-3-030-89010-0_9","DOIUrl":"https://doi.org/10.1007/978-3-030-89010-0_9","url":null,"abstract":"","PeriodicalId":374298,"journal":{"name":"Multivariate Statistical Machine Learning Methods for Genomic Prediction","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125053117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Fundamentals of Artificial Neural Networks and Deep Learning 人工神经网络和深度学习基础
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_10
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
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引用次数: 17
Artificial Neural Networks and Deep Learning for Genomic Prediction of Continuous Outcomes 连续结果基因组预测的人工神经网络和深度学习
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_11
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
{"title":"Artificial Neural Networks and Deep Learning for Genomic Prediction of Continuous Outcomes","authors":"O. A. Montesinos López, Abelardo Montesinos López, J. Crossa","doi":"10.1007/978-3-030-89010-0_11","DOIUrl":"https://doi.org/10.1007/978-3-030-89010-0_11","url":null,"abstract":"","PeriodicalId":374298,"journal":{"name":"Multivariate Statistical Machine Learning Methods for Genomic Prediction","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116719508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Overfitting, Model Tuning, and Evaluation of Prediction Performance 过拟合、模型调整和预测性能评估
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_4
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
{"title":"Overfitting, Model Tuning, and Evaluation of Prediction Performance","authors":"O. A. Montesinos López, Abelardo Montesinos López, J. Crossa","doi":"10.1007/978-3-030-89010-0_4","DOIUrl":"https://doi.org/10.1007/978-3-030-89010-0_4","url":null,"abstract":"","PeriodicalId":374298,"journal":{"name":"Multivariate Statistical Machine Learning Methods for Genomic Prediction","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114589589","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 26
Convolutional Neural Networks 卷积神经网络
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_13
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
{"title":"Convolutional Neural Networks","authors":"O. A. Montesinos López, Abelardo Montesinos López, J. Crossa","doi":"10.1007/978-3-030-89010-0_13","DOIUrl":"https://doi.org/10.1007/978-3-030-89010-0_13","url":null,"abstract":"","PeriodicalId":374298,"journal":{"name":"Multivariate Statistical Machine Learning Methods for Genomic Prediction","volume":"21 2-3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128421564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reproducing Kernel Hilbert Spaces Regression and Classification Methods 再现核希尔伯特空间回归与分类方法
Multivariate Statistical Machine Learning Methods for Genomic Prediction Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-89010-0_8
O. A. Montesinos López, Abelardo Montesinos López, J. Crossa
{"title":"Reproducing Kernel Hilbert Spaces Regression and Classification Methods","authors":"O. A. Montesinos López, Abelardo Montesinos López, J. Crossa","doi":"10.1007/978-3-030-89010-0_8","DOIUrl":"https://doi.org/10.1007/978-3-030-89010-0_8","url":null,"abstract":"","PeriodicalId":374298,"journal":{"name":"Multivariate Statistical Machine Learning Methods for Genomic Prediction","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131139198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
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