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Here, the new set of RBF network parameters, ci, C-$, and wi, where 1 5 i 5 M 5 N , can be learnt in a sequential fashion For example,a clustering algorithm can be used to estimate the RBF centres, c i Then, an estimate of the variance of the input vector with respect to each ! i centre provides the width parameter, g Finally, we can calculate the RBF weights w using Equation 876 or adaptively using the LMS algorithm [253] Note that apart from regularization, an alternative way of reducing the number of basis OLS learning functions required and thus reduce the associated complexity is to use the procedure proposed by Chen Cowan and Grant [274] This method is based on viewing the RBF network as a linearregression model, where the selection RBF centres is regarded as a of problem of subset selection.

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The OLSmethod, employed as a forwardregression procedure, selects a suitable set of RBF centres, which are referred to as the regressors, from a large set of candidates for the training data, yielding M < N As a further advance, Chen, Chng OLS learning algorithm forRBFs that combines and Alkadhimi [275] proposed a regularised the advantages of both the OLS and the regularization method Indeed, it was OLS training that was used in the initial application of RBF networks to the channel equalization problem [247] Instead of using the regularised interpolation method, we opted invoking detection for theory, in order to solve the equalization problem with the aid of RBF cetworks This will be expounded further in Section 89 Having described and justified the design of the RBF network of Figure 812 that was previously introduced in Section 87.

You have a number of finishing touches that you should add to a routine before you can call it complete All AutoLISP expressions return a value, and the last expression returns its value on the command line You ve noticed the PRINC function at the end of several routines PRINC returns a blank line and, therefore, ensures that no extraneous evaluation return values are echoed on the command line Using the PRINC function in this way is called exiting cleanly or exiting quietly Most of the AutoLISP applications covered thus far do not include much in the way of error handling A new function called EQUAL is used on line 5 of the final routine in the next exercise.

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1, in the next section the K-means clustering algorithm used to learn the RBF centres and to partition the RBF network input data into K subgroups or clusters is described briefly..

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Figure PS,114

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