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There are many more examples of algorithms that attempt to combine inductive and analytical learning For example, methods for learning Bayesian belief networks discussed in 6 provide one alternative to the approaches discussed here The references at the end of this chapter provide additional examples and sources for further reading

S 1 : {<Sunny, Warm, Normal, Strong, Warm, Same> }

Create test cases that will be compiled within the test target. Run the tests and check the reports.

S2 : {<Sunny, Warm, , Strong, Warm, Same>}

Training examples:

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The reports that you get back from the tests can be saved as part of the supporting documentation for your project. As is so often the case with Xcode development, there is a lot more to this topic than you ll be covering here. There is some excellent documentation support, and I ll point you at it as we go along.

1 <Sunny, Warm, Normal, Strong, Warm, Same>, Enjoy Sport = Yes 2 <Sunny, Warm, High, Strong, Warm, Same>, Enjoy Sport = Yes

International Trade: Cultural Awareness for International Trade ADMINISTRATION Manager, the Writing Centers, Toledo and Findlay Campuses, Owens Community College, January 2000 PRESENT Supervise staff of 25+ Train writing mentors in writing center, developmental writing, and ESL pedagogies Hold conferences with composition, developmental writing, and ESL students

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FIGURE 24 CANDIDATE-ELIMINATION So and Go are the initial boundary sets corresponding to the most Trace 1 specific and most general hypotheses Training examples 1 and 2 force the S boundary to become more general, as in the FIND-Salgorithm They have no effect on the G boundary

A good candidate for investigating unit testing is our old friend TemperatureConverter. Open this project now (if you have put the project under Subversion control, as discussed in 10, it s a good idea to do an update to ensure you are up-to-date before starting work). Create a new target using Project New Target.... From the New Target template window, choose Unit Test Bundle (see Figure 11 1).

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two positive examples is very similar to the processing performed by the FIND-S algorithm As illustrated by these first two steps, positive training examples may force the S boundary of the version space to become increasingly general Negative training examples play the complimentary role of forcing the G boundary to become increasingly specific Consider the third training example, shown in Figure 25 This negative example reveals that the G boundary of the version space is overly general; that is, the hypothesis in G incorrectly predicts that this new example is a positive example The hypothesis in the G boundary must therefore be specialized until it correctly classifies this new negative example As shown in Figure 25, there are several alternative minimally more specific hypotheses All of these become members of the new G3 boundary set Given that there are six attributes that could be specified to specialize G2, why are there only three new hypotheses in G3 For example, the hypothesis h = ( , , Normal, , , ) is a minimal specialization of G2 that correctly labels the new example as a negative example, but it is not included in Gg The reason this hypothesis is excluded is that it is inconsistent with the previously encountered positive examples The algorithm determines this simply by noting that h is not more general than the current specific boundary, Sz In fact, the S boundary of the version space forms a summary of the previously encountered positive examples that can be used to determine whether any given hypothesis

s2 s 3 :

Call it TemperatureTests. Click on Finish. Close the Target Info window; there are some advanced settings that you could potentially set in this window, but you won t need these in this chapter. Now, in the Xcode Workspace window you can see the new target. Figure 11 2 shows this both in the Groups and Files list and in the Overview pop-up list.

( <Sunny, Wann, Strong, W a r n Same> ) ]

G 3:

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