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ID3(Examples, Targetattribute, Attributes) Examples are the training examples Targetattribute is the attribute whose value is to be predicted by the tree Attributes is a list of other attributes that may be tested by the learned decision tree Returns a decision tree that correctly classiJies the given Examples Create a Root node for the tree I f all Examples are positive, Return the single-node tree Root, with label = + I f all Examples are negative, Return the single-node tree Root, with label = I f Attributes is empty, Return the single-node t e Root, with label = most common value of re Targetattribute in Examples Otherwise Begin A t the attribute from Attributes that best* classifies Examples 0 The decision attribute for Root c A For each possible value, vi, of A, Add a new tree branch below Root, corresponding to the test A = vi 0 Let Examples,, be the subset of Examples that have value vi for A If Examples,, is empty Then below this new branch add a leaf node with label = most common value of Target attribute in Examples Else below this new branch add the subtree ID3(Examples,,, Targetattribute, Attributes - ( A ) ) ) End Return Root

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* The best attribute is the one with highest information gain, as defined in Equation (34)

The collection of help pages for your application is really just a collection of web pages, in XHTML format. You can create your help system using any tool you like to make a local collection of static XHTML pages. These can include text, images, and even multimedia resources. There are great resources available in the Developer Documentation: search for Apple Help Programming for a good entry point. For this section I am going to focus on enhancing the DailyJournal application by adding a set of help pages with text and images and making them available through the Apple Help mechanism.

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TABLE 31 Summary of the ID3 algorithm specialized to learning boolean-valued functions ID3 is a greedy algorithm that grows the tree top-down, at each node selecting the attribute that best classifies the local training examples This process continues until the tree perfectly classifies the training examples, or until all attributes have been used

where p, is the proportion of positive examples in S and p, is the proportion of negative examples in S In all calculations involving entropy we define 0 log 0 to be 0 To illustrate, suppose S is a collection of 14 examples of some boolean concept, including 9 positive and 5 negative examples (we adopt the notation [9+, 5-1 to summarize such a sample of data) Then the entropy of S relative to this boolean classification is

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You can use any tool to create your pages. I use RapidWeaver, which is a great application for quickly putting together professional-looking websites. You could just as easily use Coda, BBEdit, TextMate, iWeb, or any of a host of similar tools. As always, there is some planning and setting up to do. First, here is the page layout that I decided on: there is a welcome page that describes how to create a new journal entry, and a simple menu leading to three further pages dealing with the three secondary windows (see Figure 13 15):

Notice that the entropy is 0 if all members of S belong to the same class For example, if all members are positive (pe = I), then p, is 0, and Entropy(S) = -1 log2(1) - 0 log20 = -1 0 - 0 log20 = 0 Note the entropy is 1 when the collection contains an equal number of positive and negative examples If the collection contains unequal numbers of positive and negative examples, the

FIGURE 32 The entropy function relative to a boolean classification, as the proportion, pe, of positive examples varies between 0 and 1

Skills Language: Conversationally fluent in Chinese Proficient in French Software and programming in C, C++, and visual BASIC in Windows NT and WNIX environments

Obviously you need to add some help content text, images, and so on to these web pages. Good writing for web pages is a discipline in and of itself, and a detailed description is way beyond the scope of this book. However, there are a few points to bear in mind when writing help web pages: Keep the pages short unless a long description is really necessary. Put the salient points near the top of the page many people never venture below the fold on a web page. Use diagrams only where they add to the message, and keep them small. Make the page title as meaningful as possible this is the text that will show up in a help search later on. You can use the meta-description tag to provide a more verbose description that will show up as a tooltip and as the second line in any search results (see Listing 13 1 and Figure 13 20).

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