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The balance property in neural network modelling

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摘要 In estimation and prediction theory,considerable attention is paid to the question of hav-ing unbiased estimators on a global population level.Recent developments in neural network modelling have mainly focused on accuracy on a granular sample level,and the question of unbi-asedness on the population level has almost completely been neglected by that community.We discuss this question within neural network regression models,and we provide methods of receiving unbiased estimators for these models on the global population level.
机构地区 RiskLab
出处 《Statistical Theory and Related Fields》 2022年第1期1-9,共9页 统计理论及其应用(英文)
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