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Given a feature set size n, the task of FS can be seen as a search for an optimal feature subset through the competing 2n candidate subsets The de nition of what an optimal subset is may vary depending on the problem to be solved An exhaustive method can be used for this purpose in theory but is quite impractical for most datasets Usually FS algorithms involve heuristic or random search strategies in an attempt to avoid this prohibitive complexity However, the degree of optimality of the nal feature subset is often reduced The overall procedure for any feature selection method is given in Figure 45 The generation procedure implements a search method [194,329] that generates subsets of features for evaluation It may start with no features, all features, a selected feature set, or some random feature subset.

For example:

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4. The Initial Settings window appears next. By default, the server does not begin responding to clients until you configure it to do so once setup is complete. This prevents the RIS server from servicing a client before you have the image(s) configured as desired. If you want the RIS server to begin responding immediately, just check the check box. You can also use this box to tell the RIS server not to respond to any unknown client computers, as shown in Figure E-4. Make your selection (if any) and click Next. 5. Next, setup wants to know the location of the Windows 2000 Professional installation files, which can be your CD-ROM drive, a network location, or even another location on your computer. Enter the location or use the Browse button and then click Next. 6. Enter a folder name for the image. By default, this name is win2000.pro. You can use a different name, but it should be one that is as descriptive as possible (especially if you plan on using several different images). Click Next. 7. Enter a friendly description of the image and insert additional help text as desired, as shown in Figure E-5. Then click Next.

13 Server Side Includes (SSI)

Those methods that start with an initial subset usually select these features heuristically beforehand Features are added (forward selection) or removed (backward elimination) iteratively in the rst two cases [67] In the last case, features are either iteratively added or removed or produced randomly thereafter An alternative selection strategy is to select instances and examine differences in their features The evaluation function calculates the suitability of a feature subset produced by the generation procedure and compares this with the previous best candidate, replacing it if found to be better..

prints all the Include and CGI environment variables available To make the output more readable, use of the <PRE> tag pair is recommended

8. A Review Settings window appears. Check your selections and then click Next. The RIS server begins copying the files, as shown in Figure E-6. Click the Done button when setup completes.

The set command sets the value of a user-defined variable The syntax is:

Figure 4.5 Feature selection [67]

For example:

The SSI module makes a set of variables, in addition to the CGI environment variables (see 12), available to all SSI files These variables are called the include variables These can be used by SSI commands (echo, if, elif, and so on) and by any program invoked by an SSL command The include variables are listed in Table 13-2

Depending on the requirements of your environment, you may need several different images. For example, the marketing department may need a specific image that automatically installs a number of applications used by its employees. Likewise, the accounting department may need a completely different configuration. Keep in mind that you can store as many images for which you have storage space, and SIS helps keep those storage sizes to a minimum. With several images, you should use image titles and help texts that are as descriptive as possible. This action helps other IT professionals determine which image should be used for a particular need. You will find help text that describes the application or configuration features of an image to be very useful.

Variable DATE_GMT DATE_LOCAL DOCUMENT_NAME DOCUMENT_URI LAST_MODIFIED Meaning The current date in Greenwich Mean Time The current date in the local time zone The current SSI filename The (%-decoded) URL path of the document The last modification date of the current file The date is subject to the config command s timefmt format

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