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Now we could attempt to estimate the two terms in Equation (619) based on the training data It is easy to estimate each of the P ( v j ) simply by counting the frequency with which each target value vj occurs in the training data However, estimating the different P(al, a 2 a,lvj) terms in this fashion is not feasible unless we have a very, very large set of training data The problem is that the number of these terms is equal to the number of possible instances times the number of possible target values Therefore, we need to see every instance in the instance space many times in order to obtain reliable estimates The naive Bayes classifier is based on the simplifying assumption that the attribute values are conditionally independent given the target value In other words, the assumption is that given the target value of the instance, the probability of observing the conjunction a l , a 2 a, is just the product of the probabilities for the individual attributes: P(a1, a2 a, 1 v j ) = P(ai lvj) Substituting this into Equation (619), we have the approach used by the naive Bayes classifier birt pdf 417 Eclipse BIRT PDF417 Barcode Maker add-in makes PDF417 ...
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Download PDF - 417 barcode generator for Java free trial package to create high quality PDF - 417 barcodes in Java class, iReport and BIRT . A progress bar shows a task s progress It is intended as a please wait, I m processing and I have this much processing remaining for tasks with a known duration For instance, an application might process a file s content, and as the file is processing, the application calculates the percentage remaining and displays it using a progress bar As the file s content is processed, the progress bar updates its display to reflect the new percentage remaining until completion Creating a progress bar is more involved than an activity indicator However, it is still not difficult Before beginning the task, note that a common technique in many books and online tutorials is to set a progress view in an alert Although easy, as of this book s writing, Apple neither supports nor recommends this technique The recommended way of displaying a UIProgressView is by creating a new view with a transparent background and showing the progress bar in the new view Because the view overlays the content view, the progress bar is modal That is the strategy taken here where V N B denotes the target value output by the naive Bayes classifier Notice that in a naive Bayes classifier the number of distinct P(ailvj) terms that must b10 b11: Player-specific preferred display aspect ratio 0 (00b): 4 3 2 (01b): not specified 3 (10b): reserved 4 (11b): 16 9 b8 b9: current video output mode 0 (00b): normal (4:3) or wide (16:9) 1 (01b): pan-scan (4:3) continues 1 Open the ActivityAndProgress project from the previous task 2 Create a new UIViewController named PleaseWaitViewController Ensure that it also be estimated from the training data is just the number of distinct attribute values times the number of distinct target values-a much smaller number than if we were to estimate the P(a1, a2 anlvj) terms as first contemplated To summarize, the naive Bayes learning method involves a learning step in which the various P(vj) and P(ai Jvj)terms are estimated, based on their frequencies over the training data The set of these estimates corresponds to the learned hypothesis This hypothesis is then used to classify each new instance by applying the rule in Equation (620) Whenever the naive Bayes assumption of conditional independence is satisfied, this naive Bayes classification VNB is identical to the MAP classification One interesting difference between the naive Bayes learning method and other learning methods we have considered is that there is no explicit search through the space of possible hypotheses (in this case, the space of possible hypotheses is the space of possible values that can be assigned to the various P(vj) and P(ailvj) terms) Instead, the hypothesis is formed without searching, simply by counting the frequency of various data combinations within the training examples TABLE 615 cont Player System Parameters (SPRMs) 3 Add an IBOutlet for a UIProgressView to PleaseWaitViewController (Listings 11-3 No Description Access Values 2 (10b): letterbox (4:3) 3 (11b): reserved 15 Player audio capabilities Read-only and 11-4) birt pdf 417 PDF - 417 Introduction, data, size, application, structure ...
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