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4.2.1.8 Other Approaches Besides the approaches outlined above, a lter method based on ideas from probabilistic reasoning and information theory is proposed in [180]. The central motivation behind this development is the observation that the goal of an induction algorithm is to estimate the probability distributions over the class values. In the same way, feature subset selection should attempt to remain as close as possible to these original distributions. The algorithm performs a backward elimination search, at each stage removing the feature that causes the least change between the distributions. The search stops when the desired number of features remain (speci ed by the user). An important problem with this method is that it requires the features in a dataset to be binary-valued. This constraint is added to avoid the bias toward many-valued features present in entropy-based measures. Also worth mentioning is the Chi2 algorithm [211]. This is in effect a heuristic feature selector that discretizes continuous features and in the process removes irrelevant ones based on the 2 statistic [264]. Feature selection actually takes place only as a side effect of the discretization process; if a feature ends up with all its values mapped to a single discrete value, then it can be removed from the dataset without introduction of inconsistency. 4.2.2 Wrapper Methods

Working with PHP Compiling and installing PHP Configuring PHP with the phpini file Configuring Apache for PHP Creating a commandline PHP script Creating PHP scripts Indexing directories with PHP Handling missing pages with PHP Managing user sessions with PHP scripts Accessing MySQL databases with PHP Securing PHP include files Authenticating users with PHP and MySQL database

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13. The Hardware Abstraction Layer window appears. You can use this window to replace the default HAL with one of your choice by using the Browse button. Make desired changes or simply click Next. 14. The Additional Commands window appears. This window allows you to enter additional commands to run scripts at the end of unattended setup. You can run any command that does not require you to be logged on. Click Next. 15. The OEM Branding window appears. This window allows you to add OEM branding, such as logos or custom background bitmaps, to setup. Use the Browse button to select the desired bitmap files if necessary and then click Next. 16. The Additional Files or Folders window appears. Use this window to copy files and folders after install. This feature is useful to copy documents, drivers, and other data to the computer you are installing. Select the desired folder location and then use the Add Files and Remove Files buttons to manage the list. Click Next. 17. The Answer File Name window appears. By default, the file is called unattended.txt, but you can change it if desired. Click Next. 18. Next, specify the location of the installation files. You can choose to copy the files either from the CD-ROM or from a specified location. Make your selection and then click Next. The files are copied to the distribution folder. 19. Setup Manager completes. Click Finish.

Although PHP competes with Microsoft s ASP, Allaire s Cold Fusion, Sun s JSP, and even an open-source cousin called mod_perl, it actually predates almost all of its competitors by at least a year! Because PHP is easy to deploy, easy to use, has cross-platform support, and has native database connectivity, it has an impressive track record for being easy to learn and implement In this chapter, you learn how to compile, install, and configure Apache to use mod_php, the PHP module for Apache You also learn to secure PHP and to use many of PHP s applications

The Las Vegas wrapper (LVW) algorithm [213] is a wrapper method based on the earlier LVF algorithm [212] (described in Section 4.2.1.3); it can be outlined

PHP is an interpreted language that is traditionally used for server-side scripting An HTML page is embedded with PHP code, which is parsed by either a server module or a CGI script to produce desired output, which is sent to the Web client; the Web client never sees any PHP code Here is an example of a simple PHP-embedded page

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