Bayesian optimization analysis with ML-II ε-contaminated prior

Pankaj Sinha; Ashok K. Bansal

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Bayesian optimization analysis with ML-II ε-contaminated prior

机译：具有ML-IIε污染先验的贝叶斯优化分析

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In this paper we derive the predictive density function of a future observation when prior distribution for unknown mean of a normal population is a Type-II maximum likelihood ε-contaminated prior. The derived predictive distribution is applied to the problem of optimization of a regression nature in the decisive prediction framework.

机译：在本文中，当正常人群的未知均值的先验分布是II型最大似然ε污染先验时，我们推导出了未来观测的预测密度函数。得出的预测分布应用于确定性预测框架中回归性质的优化问题。

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《Journal of applied statistics》 |2008年第2期|p.203-211|共9页
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Pankaj Sinha; Ashok K. Bansal;
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正文语种 eng
中图分类统计学;
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1. Bayes Reliability Measures of Lognormal and Inverse Gaussian Distributions under ML-II ε-contaminated Class of Prior Distributions [J] . Pankaj Sinha, J. Prabha Defence Science Journal . 2010,第4期

机译：ML-IIε污染的先验分布下对数正态和逆高斯分布的Bayes可靠性测度
2. Bayes Reliability Measures of Lognormal and Inverse Gaussian Distributions under ML-II e-contaminated Class of Prior Distributions [J] . J. Prabha, Pankaj Sinha Defence science journal . 2010,第4期

机译：ML-II电子污染的先验分布下对数正态和逆高斯分布的贝叶斯可靠性测度
3. Bayesian optimization analysis with ML-Ⅱ ε-contaminated prior [J] . Pankaj Sinha, Ashok K. Bansal Journal of applied statistics . 2008,第1a2期

机译：先验被ML-Ⅱε污染的贝叶斯优化分析
4. Impact Analysis of Prior Distributions on ADT Bayesian Optimization Design Based on DIC [C] . Tian-Ji Zou, Xiao-Yang Li, Mei-Jun Li Reliability and Maintainability Symposium . 2015

机译：基于DIC的ADT贝叶斯优化设计对现有分布的影响分析
5. Improving Bayesian Optimization for Machine Learning Using Expert Priors [D] . Swersky, Kevin. 2017

机译：使用专家先验改善机器学习的贝叶斯优化
6. Bayesian Sensitivity Analysis of Dynamic Factor Analysis Models with Nonparametric Prior and Possible Nonignorable Missingness [O] . Niansheng Tang, Sy-Miin Chow, Joseph G. Ibrahim, -1

机译：具有非参数先验和可能不可忽略缺失的动态因素分析模型的贝叶斯敏感性分析
7. Robustness of Bayesian results for Inverse Gaussian distribution under ML-II epsilon-contaminated and Edgeworth Series class of prior distributions [O] . Sinha Pankaj, Jayaraman Prabha 2009

机译：mL-II epsilon污染和Edgeworth系列先验分布下的逆高斯分布的贝叶斯结果的稳健性

Bayesian optimization analysis with ML-II ε-contaminated prior

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