Computationally Efficient Multi-Fidelity Bayesian Support Vector Regression Modeling of Planar Antenna Input Characteristics
نویسندگان
چکیده
منابع مشابه
Bayesian Support Vector Regression
We show that the Bayesian evidence framework can be applied to both-support vector regression (-SVR) and-support vector regression (-SVR) algorithms. Standard SVR training can be regarded as performing level one inference of the evidence framework, while levels two and three allow automatic adjustments of the regularization and kernel parameters respectively, without the need of a validation set.
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ژورنال
عنوان ژورنال: IEEE Transactions on Antennas and Propagation
سال: 2013
ISSN: 0018-926X,1558-2221
DOI: 10.1109/tap.2012.2220513