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, text categorization [162]), a reduction in data size is required to enable storage where space is an issue 3 Reducing training and utilization times With smaller datasets, the runtimes of learning algorithms can be signi cantly improved, both for training and classi cation phases It can sometimes be the case that the computational complexity of learning algorithms even prohibits their application to large problems This is remedied through FS, which can reduce the problem to a more manageable size 4 Improving prediction performance Classi er accuracy can be increased as a result of feature selection, through the removal of noisy or misleading features Algorithms trained on a full set of features must be able to discern and ignore these attributes if they are to produce useful, accurate predictions for unseen data For those methods that extract knowledge from data (eg.

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Parameters profile_file /t /f [path] /r /s Explanation Specifies the path and filename of one or more .csv mapping files to be used for input. Conducts a test run. Scans all NTFS file system files or only those on the directory tree of the specified path. Scans the registry. Scans file shares.

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CGI scripting is synonymous to Perl scripting; in my humble opinion, Perl is the king of all scripting languages, and it was Perl that popularized CGI scripting became widely popular due to Perl As a yet another Perl hacker, I have written Perl-based CGI scripts since 1995, and I still continue to use Perl for small- to mid -range Web solutions Because this is a not a Perl programming book, I do not cover how to write Perl scripts in general Instead, I will discuss how you can write CGI scripts in Perl If you are not familiar with Perl, I recommend that you read a Perl programming book as soon as possible When writing CGI scripts in Perl, the following set of guidelines or programming style should be followed They are as follows: Separate contents and logic keep contents out of scripts Use HTML or XML templates to ensure that the interface aspect of your CGI script is not in the scripts themselves This will make ensure that a nonprogrammer user, such as a graphics or HTML expert, can change the interface easily Use configuration files never hardcode customizable information in a script Use a configuration file to read in the information This will allow your scripts to be more flexible Normalize user data when collecting data from users for future use, make sure you normalize the data before storing in files or database For example, if you collect e-mail addresses from your visitors, it would be a good idea to normalize each e-mail address in a preferred case (upper or lower) and fix user omissions and data entry errors I have seen make instances of where AOL users writing their e-mail addresses in Web forms without the com or putting extra spaces between the @ and the name or the host name I have also seen thousands of instances where users enter their name in either upper case or lower case Just think of the impression it will leave on them when you customize a newsletter using an un-normalized name (which the user himself.

entered in your Web form) or how many bounces you will get when your mailing list system finds thousands of @AOL or user @ aol type of data errors Sanity check user data CGI scripts are often the target of many security attacks If your CGI script accepts user input make sure you validate user data before making use of it

, rule induction) the bene ts of FS also include improving the readability of the discovered knowledge When induction algorithms are applied to reduced data, the resulting rules are more compact A good feature selection step will remove unnecessary attributes which can affect both rule comprehension and rule prediction performance..

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