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We re finally down to the option that you re most likely to use creating discs from your movies Discs are the only output option that take full advantage of all of the features of your digital video editing program, and they also offer (in the DVD format) the highest quality playback possible In order to create your own discs, your computer must be equipped with a DVD-R/RW, DVD+R/RW, or a CD-R/RW drive (this last will limit the types of discs you can create) A standard CD-ROM or DVD-ROM drive is a read-only device and so cannot be used to write to the recordable discs If you are still unclear about this topic, I suggest that you go back and look over 1 again In that chapter I discussed the various disc format issues that you must understand before you purchase blank discs to record your movies If you are in the market for a DVD-R/RW drive, you may want to read Appendix A before you make a choice There, I discuss a brand-new drive from Panasonic that can serve all of your disc writing needs as well as provide an excellent solution to the problem of hard disk space vanishing as a result of the demands of digital video storage and editing

.

312 + 362 = 4751

sively on each of the sets resulting from the split, thereby recursively constructing a decision tree If the data can be perfectly classi ed, the recursion stops when the purity of a set is 0 However, often data are noisy, or a set may be so small that partitioning it further may not be justi ed statistically In this case, the recursion stops when the purity of a set is suf ciently high, and the class of resulting leaf is de ned as the class of the majority of the elements of the set In general, different branches of the tree could grow to different levels Figure 227 shows pseudocode for a recursive tree construction procedure, which takes a set of training instances S as parameter The recursion stops when the set is suf ciently pure or the set S is too small for further partitioning to be statistically signi cant The parameters p and s de ne cutoffs for purity and size; the system may give them default values, that may be overridden by users There are a wide variety of decision tree construction algorithms, and we outline the distinguishing features of a few of them See the bibliographical notes for details With very large data sets, partitioning may be expensive, since it involves repeated copying Several algorithms have therefore been developed to minimize the I/O and computation cost when the training data are larger than available memory Several of the algorithms also prune subtrees of the generated decision tree to reduce over tting: A subtree is over tted if it has been so highly tuned to the speci cs of the training data that it makes many classi cation errors on other data A subtree is pruned by replacing it with a leaf node There are different pruning heuristics; one heuristic uses part of the training data to build the tree and another part of the training data to test it The heuristic prunes a subtree if it nds that misclassi cation on the test instances would be reduced if the subtree were replaced by a leaf node We can generate classi cation rules from a decision tree, if we so desire For each leaf we generate a rule as follows: The left-hand side is the conjunction of all the split conditions on the path to the leaf, and the class is the class of the majority of the training instances at the leaf An example of such a classi cation rule is degree = masters and income > 75, 000 excellent.

The McGraw Hill Companies, 2001

Here, I ve opened the Make disc tab of the Pinnacle Studio Setup Options dialog box:

There are several types of classi ers other than decision tree classi ers Two types that have been quite useful are neural net classi ers and Bayesian classi ers Neural net classi ers use the training data to train arti cial neural nets There is a large body of literature on neural nets, and we do not consider them further here Bayesian classi ers nd the distribution of attribute values for each class in the training data; when given a new instance d, they use the distribution information to estimate, for each class cj , the probability that instance d belongs to class cj , denoted by p(cj |d), in a manner outlined here The class with maximum probability becomes the predicted class for instance d To nd the probability p(cj |d) of instance d being in class cj , Bayesian classi ers use Bayes theorem, which says p(cj |d) = p(d|cj )p(cj ) p(d)

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