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Information gain is precisely the measure used by ID3 to select the best attribute at each step in growing the tree The use of information gain to evaluate the relevance of attributes is summarized in Figure 33 In this figure the information gain of two different attributes, Humidity and Wind, is computed in order to determine which is the better attribute for classifying the training examples shown in Table 32

You usually will not do much with the UIApplication object other than obtain a reference to its UIApplicationDelegate You obtain a reference to the UIApplicationDelegate through the following code:

Multiple languages and subtitles, menus in other languages Biographies: information about actors, directors, writers, and crew, describing careers, influences, and so on* Filmographies: information about actors, directors, writers, and crew describing previous films, acting experience, awards, and so on* Commentaries: audio or subtitle commentaries from people who worked on the film, people who have studied the film, people with historical information, and so on Song list: a chapter index to all the songs on the soundtrack Backgrounders: historical context, timeline, important details, related works*

[3+,4-I E S985 Gain (S, Hurnidiry )

UIApplicationDelegate * myDelegate = [[UIApplication sharedApplication] delegate];

Making of documentary Production notes and photos, behind-the-scenes footage, lobby cards, memorabilia Live production details, such as synchronized storyboards, screenplay, or production notes* Trivia quiz or game Easter eggs: hidden features that are found by selecting disguised buttons on menus Related titles: If you liked this disc, you should see, lists or previews of discs with similar characteristics or with the same actors Trailers or ads for other titles Bibliographies: where to find more information on subject matter* Web links: Web sites for the movie, actors, studio, producer, sponsor, fans, and such* Excerpts for computer use: screenplay, documents, scanned photographs, sound bites, and so on for use on a computer* Related computer applications: screen savers, games, quizzes, digitized comic books, novelizations, and so on* Additional content more easily programmed or accessed through ROM on a computer Product catalog and ordering system to sell related goods such as other DVD titles, action figures, and such* Newspaper and magazine articles or reviews*

AddressBook AddressBookUI AudioToolbox AudioUnit CFNetwork CoreAudio CoreFoundation CoreGraphics CoreLocation Foundation MediaPlayer OpenAL OpenGLES QuartzCore Security SystemConfiguration UIKit

Gain (S, Wind) = ,940 - (8/14)811 - (6114)lO = ,048

The secret to a smooth and successful project is a carefully monitored schedule The schedule enables you to allocate resources and determine bottlenecks Project planning software is very helpful In many cases you will start with a rough schedule for laying out the project, then produce a final schedule based on the project plan Throughout the entire production process, keep track of the assets Make a list of each asset, when it s due and when it arrived, what format the source is in, when it was digitized and encoded and by whom, what the filename is, when the client signed off on each stage of asset conversion or production, and so on Clarify who owns the copyright for new content created during production

Accessing user s contacts Displaying Addressbook Audio data streams; playing and recording audio Audio units WiFi and cellular networking Core audio classes Similar to Foundation framework, but lower level (don t use unless you absolutely must) Quartz 2D User s location/GPS Cocoa foundation layer Video playback Positional audio library Embedded OpenGL (2-D and 3-D graphics rendering) Core animation Certificates, keys, and trust policies Network configuration iPhone user interface layer

12

FIGURE 33 Humidity provides greater information gain than Wind, relative to the target classification Here, E stands for entropy and S for the original collection of examples Given an initial collection S of 9 positive and 5 negative examples, [9+, 5-1, sorting these by their Humidity produces collections of [3+, 4-1 (Humidity = High) and [6+, 1-1 (Humidity = Normal) The information gained by this partitioning is 151, compared to a gain of only 048for the attribute Wind

Table 1-1

The project design document is the blueprint from which everyone will work; it is the important first step of creating a disc Decide up front the scope and character of your title Make a plan and try to stick to it Authoring is a creative process, but if you continually change the project as it goes along, you will waste time and money Determine the level of interactivity you want The more interactive, the more complex the layout, and thus the more time you need to spend at this early stage Laying out the disc generally involves the following: