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Whereas semantics-destroying dimensionality reduction techniques irreversibly transform data, semantics-preserving DR techniques (referred to as feature selection) attempt to retain the meaning of the original feature set. The main aim of feature selection (FS) is to determine a minimal feature subset from a problem domain while retaining a suitably high accuracy in representing the original

If you are unclear about the syntax difference, see the fsize command as an example To control how the modification date is printed, see the config command

The include directive inserts the text of a document into the SSI document being processed The syntax depends on the path to the directory: Syntax 1: include file= path Syntax 2: include virtual= URL See the fsize command a couple sections back for the difference between file and virtual mode Any included file is subject to the usual access control If the directory containing the parsed file has the Option IncludesNOEXEC set, and including the document would cause a program to be executed, then it is not included This prevents the execution of CGI scripts Otherwise, CGI scripts are invoked as they normally are, using the complete URL given in the command, including any query string For example:

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Now that your server has the RIS setup files and has been authorized by DHCP, you finally get to set up the RIS server. As you can probably guess, Windows 2000 gives you a wizard to walk you through the setup process. Keep in mind that this wizard is going to configure your drive or volume for RIS storage, so make certain you have a drive ready for that purpose. Also, setup will configure a default Windows 2000 Professional image, so you will need a Windows 2000 Professional CD-ROM or access to the installation source files on the network in order to complete the setup. The following steps walk you through the wizard: 1. Click Start Run and then type risetup in the dialog box. Click OK. 2. The Remote Installation Services Setup Wizard appears. Note that the wizard will need an active DHCP and DHS server on the network. Click Next.

features In many real-world problems FS is needed because of the abundance of noisy, irrelevant or misleading features For instance, with these factors removed, learning from data techniques can bene t greatly A detailed review of feature selection techniques devised for classi cation tasks can be found in [67] The usefulness of a feature or feature subset is determined by both its relevancy and redundancy A feature is said to be relevant if it is predictive of the decision feature(s); otherwise, it is irrelevant A feature is considered to be redundant if it is highly correlated with other features Hence the search for a good feature subset involves nding those features that are highly correlated with the decision feature(s) but are uncorrelated with each other A taxonomy of feature selection approaches can be seen in Figure 44.

includes the copyrightshtml file in the current document This command is useful for adding repeatable HTML code in files Many sites use a standard menu bar on each page; if this menu bar is put in an HTML file called menuhtml, it can be called from all SSI pages using a similar include file call, as in the preceding example In the future, when changes need to be made to the menu, the site administrator only needs to update the menuhtml page This will save a lot of work if there are many files in the site Recursive inclusions are detected and an error message is generated after the first pass For example, if ashtml has an SSI call such as:

and bshtml has a call such as:

3. The Remote Installation Folder Location window appears. Enter the location where you want to store the RIS installation folder, which cannot be your system drive (boot partition/volume). The drive must be formatted with Windows 2000 s version of NTFS. Use the Browse button to change the drive as necessary, but do keep the default name of RemoteInstall, shown in Figure E-3. Click Next.

The printenv command prints a listing of all existing variables and their values The syntax is:

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