【摘 要】
：
A novel technique is proposed for the incremental construction of sparse radial basis function (RBF) networks. The correlation between an RBF regressor and the
【机 构】
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School of Electronics and Computer Science University of Southampton Southampton SO17 1BJ UK,
【出 处】
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International Journal of Automation and Computing
论文部分内容阅读
A novel technique is proposed for the incremental construction of sparse radial basis function (RBF) networks. The correlation between an RBF regressor and the training data is used as the criterion to position and shape the RBF node, and it is shown that this is equivalent to incrementally minimise the modelling mean square error. A guided random search optimisation method, called the repeated weighted boosting search, is adopted to append RBF nodes one by one in an incremental regression modelling procedure. The experimental results obtained using the proposed method demonstrate that it provides a viable alternative to the existing state-of-the-art modelling techniques for constructing parsimonious RBF models that generalise well.
A novel technique is proposed for the incremental construction of sparse radial basis function (RBF) networks. The correlation between an RBF regressor and the training data is used as the criterion to position and shape the RBF node, and it shown that this is equivalent A derived random search optimization method, called the repeated weighted boosting search, is adopted to append RBF nodes one by one in an incremental regression modeling procedure. The experimental results obtained using the proposed method demonstrate that it provides a via alternative to the existing state-of-the-art modeling technique for constructing parsimonious RBF models that generalize well.
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