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What, then, is the inductive bias of the CANDIDATE-ELIMINATION algorithm To answer this, let us specify L(xi, D,) exactly for this algorithm: given a set of data D,, the CANDIDATE-ELIMINATION algorithm will first compute the version space VSH,D,, then classify the new instance xi by a vote among hypotheses in this version space Here let us assume that it will output a classification for xi only if this vote among version space hypotheses is unanimously positive or negative and that it will not output a classification otherwise Given this definition of L(xi, D,) for the CANDIDATE-ELIMINATION algorithm, what is its inductive bias It is simply the assumption c E H Given this assumption, each inductive inference performed by the CANDIDATE-ELIMINATION algorithm can be justified deductively To see why the classification L(xi, D,) follows deductively from B = {c E H), together with the data D, and description of the instance xi, consider the following argument First, notice that if we assume c E H then it follows deductively This that c E VSH,Dc follows from c E H, from the definition of the version space V S H , D ,as the set of all hypotheses in H that are consistent with D,, and from our definition of D, = {(x,c ( x ) ) } as training data consistent with the target concept c Second, recall that we defined the classification L(xi, D,) to be the unanimous vote of all hypotheses in the version space Thus, if L outputs the classification L ( x , , D,), it must be the case the every hypothesis in V S H , ~ , produces this also c classification, including the hypothesis c E V S H Y DTherefore c ( x i ) = L(xi, D,) To summarize, the CANDIDATE-ELIMINATION algorithm defined in this fashion can be characterized by the following bias.

(Figure 5-16)

As of fall 2000, Apple QuickTime doesn t yet provide control of DVD-Video Until this happens, it s difficult to develop WebDVD applications that work on Macs Apple is implementing JavaScript control of the Mac OS DVD player application, which at least provides the rudimentary capability for HTML pages to control DVD playback in a separate window InterActual s second-generation WebDVD player software supports scriptable control of the Apple DVD player, providing the first glimmer of cross-platform WebDVD tools No plug-ins exist for Macintosh Web browsers, and without QuickTime support, they would have to be written to talk directly to specific hardware or software DVD players, thus limiting future compatibility

(continued)

Other computer platforms such as Linux and BeOS will slowly improve their support for DVD playback and may eventually provide DVD scripting APIs for WebDVD applications Sophisticated DVD set-top DVD players using iDVD and Nuon technology support basic enhancements to DVD and will probably add WebDVD capabilities New DVD-based game consoles such as Sony s PlayStation 2 and Microsoft s Xbox also have the power and connectability needed for WebDVD Microsoft Windows is far and away the leading WebDVD platform and is the natural focus for most WebDVD developers The key to being able to embrace other platforms as they become worthy of WebDVD is to design HTML pages and scripts in a platform-independent manner The best option for those interested in developing cross-platform WebDVD pages is to create a set of standard DVD playback functions, or stubs, which are used instead of calling an ActiveX object directly When DVD scripting features become available on other platforms, the standard playback scripts can be expanded to check which platform they are running on in order to

Inductive bias of CANDIDATE-ELIMINATION The target concept c is algorithm contained in the given hypothesis space H

Build and Go builds an application and then either runs or debugs the application, depending upon your previous choice 7 Try stepping over the next few lines and the application crashes You now know exactly

call the proper function of the platform-specific browser plug-in This requires that either a new disc be produced or that the WebDVD pages be stored on the Web, but, of course, this is the beauty of WebDVD The Web pages can be updated whenever needed, long after the disc has shipped Here is an example of a set of standardized WebDVD functions The first section is an example of how the function would be called from all HTML pages that control the disc This code would never need to be changed:

Figure 28 summarizes the situation schematically The inductive CANDIDATEELIMINATION algorithm at the top of the figure takes two inputs: the training examples and a new instance to be classified At the bottom of the figure, a deductive

which line in your code causes the application to crash Something about presenting the FlipsideViewController caused the crash

<img src images/scene1gif onClick go(1, 1); > <img src images/scene2gif onClick go(1, 2); > <img src images/scene3gif onClick go(2, 8); >

Earlier we considered the question "How many randomly drawn training examples suffice to probably approximately learn any target concept in C ' (ie, how many examples suffice to -exhaust the version space with probability (1 - a) ) Using VC(H) as a measure for the complexity of H, it is possible to derive an alternative answer to this question, analogous to the earlier bound of Equation (72) This new bound (see Blumer et al 1989) is

5:

To begin with, a Windows-only version of the function could be used It might look something like this:

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function go(titleNum, chapterNum){ MediaPlayerDVDPlay(titleNum, chapterNum); }