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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.



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Image base64 and fromHTML method in jsPDF · Issue #689 · MrRio ...
8 Feb 2016 ... Hey people :) i'm here because i use the method fromHTML to render my page into PDF and there is a problem on image render, I got some ...

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Inconclusive is given when something has gone wrong but the tester is unable to verify whether the IUT met the Test Purpose or not For example, operator intervention was required to trigger an IUT event but the operator failed to proceed, or incorrect behavior was encountered in the early stages of the test case, called the preamble, before the Test Purpose could be verified

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Installation Manager, which ships with Citrix Presentation Server, supports packages made using Installation Manager 23 shipped with MetaFrame XP Server Feature Release 3, Installation Manager 22 shipped with MetaFrame XP Server Feature Release 2, and Installation Manager 21 shipped with MetaFrame XP Server Feature Release 1 However, some applications may cause issues with this compatibility Because of this, Citrix recommends that you re-create the packages using the latest version of Installation Manager Packages created with earlier versions may have been packaged on servers that did not have the operating system (OS) and other updates your Presentation Server farm contains When recording a package, the source server should have a similar configuration to that of the target servers

Test Case Trace Results of a test campaign also include a trace of each test case run A Test Case Trace contains:

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A lightweight, fully featured JavaScript table generation library. using a jsPDF method and add break-up of canvas s image ( JPG ) in PDF page. This technique ...

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Unable to add base64 png images to JSPDF Javascript · Issue ...
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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)

The test case identifier, plus the date and time when execution began All PDUs sent to and from the IUT, in their original transmission order, timestamped, and with all fields decoded Optionally, statements (as coded in the Abstract Test Case) to help the operator follow the course of events and detect where a problem has occurred and what the expected result should have been (according to the ATC) The verdict assigned to the test case The date and time when the test case execution ended Figures 611a and 611b give an example of a Test Case Trace

Use the Application Publishing Wizard to add the Installation Manager package to the farm through the Installation Manager node of the Presentation Server Console The wizard lets you automatically install, publish, and load balance the applications Additionally, the command line utility apputil can be used to add and remove servers from these published packages via scripting, further automating the application installation process If you use Installation Manager without the wizard, applications are not automatically published or load balanced For more information about apputil, please see the MetaFrame Presentation Server Administrator s Guide NOTE Packages created by earlier versions of Installation Manager may not allow access to this feature

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Test Report At this stage a detailed Test Report is generated, which includes all results produced by the tester during a test campaign A detailed Test Report provides:

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