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the input data belongs. Unsupervised learning does not require a desired response (and therefore output data) to train and is concerned with discovering a common set of features across the input data in one class or pattern. The output of the Kohonen network is seen in the feature map which is a grid of interconnected units. The feature map organizes itself so that it effectively clusters the data into groups with similar features. To accomplish this, the weights from the inputs to the map are randomly initialized. When the input data closely matches the input weight, the area around that node is optimized to represent the average of the training data. By iterating through this process, the Kohonen network is able to organize itself such that different areas of the map represent different classes in the data. The Kohonen algorithm can be more formally summarized in the following steps. 1 Initialize the network by setting the weights to be small random values. Also set the initial neighbourhood size N to be large. 2 Present input patterns I1 (t), I2 (t), I3 (t) . . . In (t) where Ix (t) is the input to node x at time t. 3 Calculated the distances, d j , between the input and each node in the map j.

32. 0.505P0(x) 0.377P2(x) 0.920P4(x) 34. 0.637P0(x) 0.154P2(x) 0.672P4(x) 0.663P6(x) . The approximation by partial sums is poor near the points of discontinuity of the derivative. This is typical.

Bureaucratic Authority History is lled with examples of individuals who attained power in their organizations through the quiet mastery of bureaucratic skills. This is summarized in a comment made by Lyndon Johnson, one of the most effective American politicians of the twentieth century: Learn how the system works so that you can work the system. The colorless Joseph Stalin is a case in point. In vivid contrast to Lenin s charisma-based authority, Stalin s authority lay in his capacity to manipulate the Communist party and government bureaucracies to do his bidding. He focused on the smallest details of personnel assignments and was a master of organization charts. To project professionals with good bureaucratic skills, the organization is not an obstacle. In fact, knowledge of the organization and the rules that make it tick is a positive blessing. Bureaucratic managers do not struggle against the organizational current; rather, they go with the ow. Their authority is based precisely on an understanding of the importance of lling out the paperwork properly, meeting seemingly arbitrary due dates for project status reports, and knowing the details of the organization s procurement procedures. Technical Authority Technical workers typically have a high degree of respect for technical competence. Often they judge the value of other workers ac-

June 12, 2004

Coding is integrally tied to Web page development, and Dreamweaver s coding environment is second-to-none. If you re hand-coding, you ll appreciate the Code Hints (see Figure 2-4), code collapse, and code completion features that Dreamweaver offers. Many of these elements have been encapsulated into a Coding toolbar displayed along the side of Code view. Not only do all these features speed development of HTML pages, but Dreamweaver s underlying Tag Libraries also extend their use to the full range of other code formats such as JavaScript, ActionScript, and XML. Dreamweaver also supports imported JavaScript frameworks such as jQuery or Prototype with immediately available code hinting.

This code introduces quite a few CSS2 concepts pseudo-elements, counters, and related properties and methods. However, it isn t as complex as it might rst appear:

<target name= compile.entity description= Compile the Entities depends= build.po > <mkdir dir= ${build.destdir}/entity /> <javac srcdir= ${src.dir} compiler= modern destdir= ${build.destdir}/entity deprecation= ${javac.deprecation} debug= ${javac.debug} verbose= off includes= subject/invoice/entity/**/*.java > <classpath refid= classpath /> <classpath path= ${j2eeri.classpath} /> <classpath location= build/po.jar /> </javac> <mkdir dir= ${build.destdir}/entity/META-INF /> <copy todir= ${build.destdir}/entity/META-INF > <fileset dir= ${src.dir}/subject/invoice/entity/META-INF includes= **/* /> </copy> <jar destfile= ${build.destdir}/entity.jar manifest= config/entity.mf basedir= ${build.destdir}/entity /> </target>