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Testing against the generalization factor prevents overfitting of the training subset A low overhead is involved Very different from the methods described previously are incremental learning algorithms for classification problems, where decision boundaries are utilized to guide the search for optimal training subsets Cohn, Atlas and Ladner developed Selective Sampling, where patterns are sampled only within a region of uncertainty [Cohn et al 1994] Cohn et al proposed an SG-network (most specific/most general network) as an approach to compute the region of uncertainty Two separate networks are trained: one to learn a "most specific" concept s consistent with the given training data, and the other to learn a "most general" concept, g The region of uncertainty is then all patterns p such that s(p) ^ g(p) In other words, the region of uncertainty encapsulates all those patterns for which s and g present a different classification.

A typical organization s IT infrastructure relies heavily on three things file and print services, email, and user management. People need to store data, which is what computers were originally designed for; they need to send and keep hard copy documents, to communicate with other people; and they need an account. Figure 26-2 is an overview of the IT infrastructure of Acme s London office, detailing nonspecific components of the infrastructure.

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The operating system kernel is that most important part of the system, it drives the hardware of the machine and shares it between multiple processes. If the kernel does not work well, the system as a whole will not work well. The main reason for making changes to the kernel is to fix bugs and to upgrade system software; performance gains can also be achieved, however, if one is patient. We shall return to the issue of performance again in section 7.7. Kernel configuration varies widely between operating systems. Some systems require kernel modification for every miniscule change, while others live quite happily with the same kernel unless major changes are made to the hardware of the host. Until quite recently, most operating system kernels were statically compiled programs which were specially built for each host. Even today, many of these operating systems still exist and flourish, but static programs are inflexible and the current trend is to replace them with software configurable systems which can be manipulated without the need to recompile the kernel. System V Unix has blazed the trail of adaptable, configurable kernels, in its quest to build an operating system which will scale from laptops to mainframes. It introduces

Most organizations will have most of this network infrastructure installed somewhere with a firewall protecting the network connection to the Internet, an authentication server for user accounts, and some sort of file store. The DMZ (hanging off to the left of the firewall) provides external services to the Internet from your organization. We have implemented an SMTP mail server as well as an HTTP server, hosting the company web site.

Note The demilitarized zone (DMZ) is a portion of the firewall used to store services that must be accessed by the Internet. It is a more secure way of segregating your network than allowing Internet traffic to travel through your firewall into your internal network. With the DMZ you are able to control the traffic that enters the zone both from your internal users (for example, to a mail server) and from the Internet (again, to a mail server).

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