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A new instance selection method based on Genetic Algorithm for optimizing decision trees Better Decision Tree from Intelligent Instance Selection.

Автор:   Shuning W.
мягкая обложка
132 страниц
2009 год
Издательство:   Книга по Требованию
2382 руб
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Описание:The importance of instance selection is the primary focus because the size of current and future databases often exceeds the amount of data which current data mining algorithms can handle properly. Preparation tasks often determine the success of data mining engagements. Instance selection thus can be used to improve scalability of data mining algorithms as well as improve the quality of the data mining results. The resultant trees are easier to comprehend and interpret by the decision maker and hence more useful in practice. This book presents a new optimization-based approach for instance selection that uses a genetic algorithm to select a subset of instances to produce a simpler decision tree model with acceptable accuracy. Numerical results are obtained for several difficult test data sets indicating that GA-based instance selection can often reduce the size of the decision tree by an order of magnitude while still maintaining good prediction accuracy. This book describes theoretical and experimental studies of instance selection to improve data mining model. Data preparation is one of the most important and time consuming phases in knowledge discovery.

Orthomol Immun Junior Сила иммунитета на страже Вашего ребенка Orthomol Immun Junior Сила иммунитета на страже Вашего ребенка

2990 руб
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Embedded Linux development using Eclipse

One way to start the new instance is to go back to the Overview form in the Manifest Editor and click on Launch an Eclipse application under Testing. You can also just click on the Run icon in the menu toolbar or, from the top-level project context menu in the Package Explorer view, select Run AsБ†’Eclipse Application. After a little churning, a new instance of Eclipse appears in the default C/C++ perspective. Interestingly, it doesnБЂ™t ask for a workspace location. Instead, it creates a workspace in your home directory, called runtime-EclipseApplication. In the main menu select WindowБ†’Show ViewБ†’Other. Expand the EclipseBook entry and select SuperView. The new view shows up in the bottom window. Now that you know what the plug-in does, go back into the Java code and try to figure out how it does it. Debugging is virtually identical to what we did with CDT. The one БЂњgotchaБЂ« here is that thereБЂ™s no БЂњStop on main.БЂ« This means you must have a breakpoint set before you launch the debug run. Open SuperView.java if itБЂ™s not already open ...»

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