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In 4, you will learn about properties You should use them and their accessor methods If you do, you avoid this section s complications But you should still understand a little about instance variables and how they are handled in memory Suppose you have an instance variable, personName, you wish to set, as in Listing 3-19

3

.

(continued)

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3 Select the second text field and in its inspector, change its Keyboard to Number Pad 4 Select the first text field and change its Return Key to Done 5 Save and exit Interface Builder 6 Open TextFieldViewController in Xcode and implement the textFieldDone action

A second approach is to choose a set of kernel functions that is smaller than the number of training examples This approach can be much more efficient than the first approach, especially when the number of training examples is large The set of kernel functions may be distributed with centers spaced uniformly throughout the instance space X Alternatively, we may wish to distribute the centers nonuniformly, especially if the instances themselves are found to be distributed nonuniformly over X In this later case, we can pick kernel function centers by randomly selecting a subset of the training instances, thereby sampling the underlying distribution of instances Alternatively, we may identify prototypical clusters of instances, then add a kernel function centered at each cluster The placement of the kernel functions in this fashion can be accomplished using unsupervised clustering algorithms that fit the training instances (but not their target values) to a mixture of Gaussians The EM algorithm discussed in Section 6121 provides one algorithm for choosing the means of a mixture of k Gaussians to best fit the observed instances In the case of the EM algorithm, the means are chosen to maximize the probability of observing the instances xi, given the k estimated means Note the target function value f (xi) of the instance does not enter into the calculation of kernel centers by unsupervised clustering methods The only role of the target values f (xi) in this case is to determine the output layer weights w, To summarize, radial basis function networks provide a global approximation to the target function, represented by a linear combination of many local kernel functions The value for any given kernel function is non-negligible only when the input x falls into the region defined by its particular center and width Thus, the network can be viewed as a smooth linear combination of many local approximations to the target function One key advantage to RBF networks is that they can be trained much more efficiently than feedforward networks trained with BACKPROPAGATIONfollows from the fact that the input layer and the output This layer of an RBF are trained separately.