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You have already used IBOutlets and IBActions in previous chapters Without really knowing what they are, you probably already have a good idea of what they accomplish; outlets and actions are how you connect things in a nib with things outside a nib An outlet connects an instance variable outside a nib to an object in a nib IBOutlet is a preprocessor directive, evaluates to void, and is ignored by the compiler, but all you really need to know is that IBOutlet is how Interface Builder knows the variable was created for its use When adding a class, Interface Builder scans the class for IBOutlets and knows those variables are intended as outlets You can then easily connect your graphical component to the variable, as Interface Builder adds the outlets to the inspector automatically for you to select Note, though, Interface Builder doesn t connect the outlets to anything; it just adds them You are responsible for adding any connections Actions are messages sent from objects in the nib to methods outside the nib You define an action in your code using the IBAction keyword Like IBOutlet, it s a preprocessor directive and evaluates to void You define an action in your code using the IBAction keyword Also, like IBOutlet, when you add a class to Interface Builder, it scans the class for IBActions and adds them to the inspector for you to select You can then connect user interface events to a specific method in your code Note that a method designated as an action must not return a value, as the preprocessor replaces IBAction with void, and so all the compiler sees is void An action also takes a single parameter, sender The sender is the id of the control calling the action So if a UIButton instance called changeLabelValue, the sender would be the pointer to the UIButton.

Of course giving an inductive bias a name does not justify it Why should one prefer simpler hypotheses Notice that scientists sometimes appear to follow this inductive bias Physicists, for example, prefer simple explanations for the motions of the planets, over more complex explanations Why One argument is that because there are fewer short hypotheses than long ones (based on straightforward combinatorial arguments), it is less likely that one will find a short hypothesis that coincidentally fits the training data In contrast there are often many very complex hypotheses that fit the current training data but fail to generalize correctly to subsequent data Consider decision tree hypotheses, for example There are many more 500-node decision trees than 5-node decision trees Given a small set of 20 training examples, we might expect to be able to find many 500-node decision trees consistent with these, whereas we would be more surprised if a 5-node decision tree could perfectly fit this data We might therefore believe the 5-node tree is less likely to be a statistical coincidence and prefer this hypothesis over the 500-node hypothesis Upon closer examination, it turns out there is a major difficulty with the above argument By the same reasoning we could have argued that one should prefer decision trees containing exactly 17 leaf nodes with 11 nonleaf nodes, that use the decision attribute A1 at the root, and test attributes A2 through A l l , in numerical order There are relatively few such trees, and we might argue (by the same reasoning as above) that our a priori chance of finding one consistent with an arbitrary set of data is therefore small The difficulty here is that there are very many small sets of hypotheses that one can define-most of them rather arcane Why should we believe that the small set of hypotheses consisting of decision trees with short descriptions should be any more relevant than the multitude of other small sets of hypotheses that we might define A second problem with the above argument for Occam's razor is that the size of a hypothesis is determined by the particular representation used internally by the learner Two learners using different internal representations could therefore anive at different hypotheses, both justifying their contradictory conclusions by Occam's razor! For example, the function represented by the learned decision tree in Figure 31 could be represented as a tree with just one decision node, by a learner that uses the boolean attribute XYZ, where we define the attribute XYZ to.

A typical project requires dozens of assets from a variety of sources A complicated project may require thousands (see Table 125) Each asset must be properly prepared before it can be fed into the DVD authoring process The following sections cover the details for preparing each type of asset

- (IBAction) changeLabelValue: (id) sender;