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In brief, the inductive bias of ID3 follows from its search strategy, whereas the inductive bias of the CANDIDATE-ELIMINATION algorithm follows from the definition of its search space The inductive bias of ID3 is thus a preference for certain hypotheses over others (eg, for shorter hypotheses), with no hard restriction on the hypotheses that can be eventually enumerated This form of bias is typically called a preference bias (or, alternatively, a search bias) In contrast, the bias of the CANDIDATEELIMINATION algorithm is in the form of a categorical restriction on the set of hypotheses considered This form of bias is typically called a restriction bias (or, alternatively, a language bias) Given that some form of inductive bias is required in order to generalize beyond the training data (see 2), which type of inductive bias shall we prefer; a preference bias or restriction bias Typically, a preference bias is more desirable than a restriction bias, because it allows the learner to work within a complete hypothesis space that is assured to contain the unknown target function In contrast, a restriction bias that strictly limits the set of potential hypotheses is generally less desirable, because it introduces the possibility of excluding the unknown target function altogether Whereas ID3 exhibits a purely preference bias and CANDIDATE-ELIMINATION a purely restriction bias, some learning systems combine both Consider, for example, the program described in 1 for learning a numerical evaluation function for game playing In this case, the learned evaluation function is represented by a linear combination of a fixed set of board features, and the learning algorithm adjusts the parameters of this linear combination to best fit the available training data In this case, the decision to use a linear function to represent the evaluation function introduces a restriction bias (nonlinear evaluation functions cannot be represented in this form) At the same time, the choice of a particular parameter tuning method (the LMS algorithm in this case) introduces a preference bias stemming from the ordered search through the space of all possible parameter values.

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warnings should be authored as timed stills, which have no impact on disc space Subtract the total size of ancillary material from the disc capacity minus overhead This gives remaining capacity for the main program Calculate the average video bit rate for the main program by dividing the remaining capacity by the running time Also calculate the maximum video bit rate by subtracting the combined audio and subpicture bit rate from 1008 These numbers will be fed into the encoder when compressing the video for the main program Note that minor elements such as subpicture tracks and motion menus are usually so small that they can often be omitted from calculations If they were left off of the example in Table 124, the average data rate would come out to 417 Mbps, which is close enough An alternative bit budgeting approach is to divide the disc capacity (in bits) by the total running time of all segments (in seconds) to get the aver-

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The UIViewController manages UIViews It is responsible for creating, displaying, hiding, and destroying a view The UIViewControl is also responsible for responding to a view s life cycle events, handling orientation, and serving as a bridge between your application s view and model The view controller is your application s controller in the model-view-controller design pattern

Is ID3's inductive bias favoring shorter decision trees a sound basis for generalizing beyond the training data Philosophers and others have debated this question for centuries, and the debate remains unresolved to this day William of Occam was one of the first to discusst the question, around the year 1320, so this bias often goes by the name of Occam's razor

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The easiest route to creating a single view application is using Xcode s View-based Application template This template creates a single view and view controller for managing the view While the view-based application is not as useful as Xcode s other project templates, it is useful here, as it generates the most simple iPhone graphical application and provides a simple UIView and UIViewController example In the next task, you generate an application using this template But, before continuing, first review IBOutlets and IBActions

age data rate (in Mbps) Adjust up or down for quality of different programs as needed For each program, subtract the combined data rate of its audio and subpicture streams to get video rate It s a good idea to follow up by summing the sizes of each segment (including audio) to check that the total doesn t exceed disc capacity Tips and Tricks The following list of tips will help you in balancing the bit budget:

Don t forget motion menus and menu transitions Don t forget to leave room for any added PC content A few programs or HTML files are not worth worrying about, but large multimedia applications and installer packages need to be accounted for Each camera angle increases the data; two camera angles double it, three angles triple it, and so on Reduce the maximum data rate according to the number of angles (see Table 634) If you have two or more programs that contain much of the same data, consider using the seamless branching feature to combine the duplicated segments Still images take up so little space that you don t need to include them in your calculations Unless you are including more than four subpictures, you may wish to omit subpictures from the calculations, since the space they take up is negligible

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