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subset, and a new region of uncertainty is calculated Then, a new distribution is defined over the region of uncertainty that is zero outside this region A next subset is drawn according to the new distribution and added to the training set The process repeats until convergence is reached Query-Based Learning, developed by Hwang, Choi, Oh and Marks differs from Selective Sampling in that Query-Based Learning generates new training data in the region of uncertainty [Hwang et al 1991] The aim is to increase the steepness of the boundary between two distinct classes by narrowing the regions of ambiguity This is accomplished by inverting the NN output function to compute decision boundaries New data in the vicinity of boundaries are then generated and added to the training set Seung, Opper and Sompolinsky proposed Query by Committee [Seung et al 1992].

Depending on how secure you want to make your network from the Internet, you may have more than one firewall. Many security policies of banks dictate that you must have at least three firewalls made by different manufacturers even before you hit any internal network component (including switches). The thinking behind this is that a hacker may know one type of firewall, or an exploit may be available for one firewall, but will not work on the second-tier firewall.

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We have included a DMZ (demilitarized zone) in the overview as this is very common in any organization. A DMZ is there to separate your Internet-facing servers from your internal network. It is usually on a physically and logically separate network from the rest of your organization, and the communication between your network and the DMZ is usually very restricted, as is inter-DMZ communication. The less that can be accessed, the less chance there is of compromising a server.

Then we make sure that we are building for the correct architecture (Linux now runs on several types of processor): $ $ $ $ $ cd /usr/include rm -rf asm linux scsi In -s /usr/src/linux/include/asm-i386 asm In -s /usr/src/linux/include/linux linux In -s /usr/src/linux/include/scsi scsi

In this environment, you can see that an OpenLDAP server stores the user accounts for the entire network. This Lightweight Directory Access Protocol (LDAP) server is configured with referrals, which tell any clients looking for a specific account that is not on the local network to ask the originating LDAP server for the information. For example, if a user from Los Angeles has her laptop in the London office and tries to log in, her account will be sourced from the Los Angeles office directly by an LDAP referral. The Samba file and print server communicates with the LDAP server to acquire user data for authentication purposes and with the Linux desktop machines using pluggable authentication modules (PAM) to source user account data. This design provides a single sign-on environment, which is something you could not do a few years ago. With the single sign on, the mail server also gets its user information from the site LDAP server, completing the authentication services for the London office. In the past few years, LDAP has been an integral component of nearly every operating system in one way or another. The Oracle database can also source user account data from an LDAP server, which also helps the Oracle Apps developers to deploy new applications.

Next we prepare the configuration: $ cd /usr/src/linux $ make mrproper The command make c o n f i g can now be used to set kernel parameters A more user friendly windows-based program make x c o n f i g is also available, though this does require one to run X11 applications as root, which is a potential security faux pas The customization procedure has defaults which one can fall back on The choices are Y to include an option statically in the kernel, N to not include and M to include as module support The capitalized option indicates the default Although there are defaults, it is important to think carefully about the kind of hardware we are using.

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