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The paper brings together methods from two disciplines: machine learning theory and robust statistics. Robustness …. Kernel logistic regression, support vector machines, least squares and the AdaBoost loss function are treated as special …
Persistent link: https://www.econbiz.de/10010477496
The paper brings together methods from two disciplines: machine learning theory and robust statistics. Robustness …. Kernel logistic regression, support vector machines, least squares and the AdaBoost loss function are treated as special …
Persistent link: https://www.econbiz.de/10009295189
nonparametric approach based on a combination of kernel logistic regression and ¡support vector regression. …
Persistent link: https://www.econbiz.de/10009295203
Persistent link: https://www.econbiz.de/10011350612
undefined means. This model is of interest from a robustness perspective as a polar case. Generally, least squares estimators … the results for robustness theory are discussed. …
Persistent link: https://www.econbiz.de/10005249278
We examine the issue of variable selection in linear regression modeling, where we have a potentially large amount of possible covariates and economic theory offers insufficient guidance on how to select the appropriate subset. In this context, Bayesian Model Averaging presents a formal Bayesian...
Persistent link: https://www.econbiz.de/10009650656
We examine the issue of variable selection in linear regression modeling, where we have a potentially large amount of possible covariates and economic theory offers insufficient guidance on how to select the appropriate subset. Bayesian Model Averaging presents a formal Bayesian solution to...
Persistent link: https://www.econbiz.de/10008740557
Persistent link: https://www.econbiz.de/10005004335
Persistent link: https://www.econbiz.de/10005169338
We examine the issue of variable selection in linear regression modelling, where we have a potentially large amount of possible covariates and economic theory offers insufficient guidance on how to select the appropriate subset. In this context, Bayesian Model Averaging presents a formal...
Persistent link: https://www.econbiz.de/10010588325