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for categorization under any child categories of ci . Document dj is propagated to all child nodes of ci if the decision is positive; otherwise, no propagation takes place. An expert network for ci simply decides whether document dj should be classi ed to cj . A classi cation tree consisting of gating or expert networks is used for document classi cation; leaf nodes are expert networks and internal nodes may be gating or expert. This allows a document to be classi ed under internal nodes and leaf nodes simultaneously.

If you had HostNameLookups turned on, Apache will resolve the client IP addresses 20718323319, 20718323320, and 20718323321 into appropriate hostnames; and if you left the default LogFormat as shown below:

To install DNS on a Windows 2000 server, follow these steps: 1. Open Control Panel and double-click Add/Remove Programs. 2. Click the Add/Remove Windows Components button. 3. When the wizard appears, click the Next button. 4. In the list that appears, click the Networking Services check box and click the Details button. 5. Click the check box for Domain Name System (DNS), click OK, and then click the Next button. 6. The system installs DNS. When prompted, click the Finish button. You do not need to reboot your computer. Once DNS is installed, you can access the DNS console, an MMC snap-in shown in Figure 18-8, by clicking Start Programs Administrative Tools DNS.

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and used the common format in logging using CustomLog logs/access_log common, these the sample log entries will look as follows:

There is usually much more information contained in a web document than a bookmark. Additionally information can be structured within a Web page that may indicate a relatively higher or lower importance of the contained text. For example, terms appearing within a <TITLE> tag would be expected to be more informative than the majority of those appearing within the document body at large. Because of this, keywords are weighted not only according to their statistical occurrence but also to their location within the document itself. These weights are almost always real valued, which can be a problem for most feature selectors unless data discretization takes place (a source of information loss). This motivates the application of FRFS to this domain. The training and testing datasets were generated using Yahoo [393]. Five classi cation categories were used, namely Art & Humanity, Entertainment, Computers & Internet, Health, and Business & Economy. A total of 280 Web sites were collected from Yahoo categories and classi ed into these categories, 56 sites per category resulting in a balanced dataset. From this collection of data, the keywords, weights and corresponding classi cations were collated into a single dataset (see Figure 11.3).

nanoniteccom - - [15/Mar/2001:13:05:01 -0800] GET /book/images/backgif HTTP/11 304 0 rhatniteccom - - [15/Mar/2001:14:45:02 -0800] GET /book/images/forwardgif HTTP/11 304 0 r2d2niteccom - - [15/Mar/2001:15:30:03 -0800] GET /book/images/topgif HTTP/11 304 0

Because turning on DNS lookups causes Apache server to take more time to complete a response, it is widely recommended that hostname lookups be done separately by using the logresolve utility, which can be found in your Apache bin directory (/usr/local/apache/bin) The log_resolversh script shown in Listing 8-3 can run this utility

Once you have DNS installed, you can expand your server name in the console by clicking the plus (+) sign next to it. You see a Forward Lookup Zones and Reverse Lookup Zones container. I ll explore both of these zones in the next two sections.

# your Apache installation # # Fully qualified path name (FQPN) of the # log-resolver utility LOGRESOLVER=/usr/local/apache/bin/logresolve # Statistic file generated by the utility STATFILE=/tmp/log_statstxt # Your Apache Log file LOGFILE=/usr/local/apache/logs/access_log # New log file that has IP addressed resolved OUTFILE=/usr/local/apache/logs/access_logresolved # Run the command $LOGRESOLVER -s $STATFILE < $LOGFILE > $OUTFILE exit 0;

11.4.3.1 Comparison with RSAR For this set of experiments FRFS is compared with the crisp RSAR approach. As the unreduced dataset exhibits high

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