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Many important facts are not additive. For example, margin rate is usually expressed as the percentage of an order that represents margin. Ratios like this are not additive; selling two items at 10 percent margin does not result in 20 percent margin. As you learned in 3, nonadditive facts should be broken down into fully additive components. These can be stored

The DTD is not the only type of document that can store rules for an XML document. At the current time, several companies (including Microsoft) have submitted a

The JEE client tier provides support for a variety of client types, both within the enterprise firewall and outside. Clients can be offered through web browsers by using plain HTML pages, dynamic HTML generated with JSP technology, or Java applets. Clients can also be offered as stand-alone Java language applications. JEE clients are assumed to access the middle tier primarily using Web standards, namely HTTP, HTML, and XML. Although use of the JEE client tier has been difficult to perfect and it is therefore rarely used, it can be necessary to provide functionality directly in the client tier. Client-tier JavaBeans components would typically be provided by the service as an applet that is downloaded automatically into a user s browser. To eliminate problems caused by old or nonstandard versions of the JVM in a user s browser, the JEE application model provides special support via tags used in Java Server Pages for automatically downloading and installing the Java plug-in. Client-tier beans can also be contained in a stand-alone application client written in the Java programming language. In this case, the enterprise would typically make operating system specific installation programs for the client available for users to download through their browsers. Users execute the installation file and are then ready to access the service. Because Java technology programs are portable across all environments, the service needs only maintain a single version of the client program. Although the client program itself is portable, installation of the Java technology client typically requires code specific to the operating system. Several commercial tools automate the generation of these OS-specific installation programs.

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at a detailed level and rolled up as needed. The ratio is computed in queries or reports as a final step, after the data has been aggregated. The nonadditive fact is not stored explicitly, since it would not be possible to aggregate it. If the business intelligence tool allows it, the semantic layer is an ideal place to define a nonadditive fact. For margin rate, it might be defined as follows:

In the JEE platform, business logic is implemented in the middle tier as EJB components. Enterprise beans enable the component or application developer to concentrate on the business logic while the complexities of delivering a reliable, scalable service are handled by the EJB server. The JEE platform and EJB architecture have complementary goals. The EJB component model is the backbone of the JEE programming model. The JEE platform complements the EJB specification by fully specifying the APIs that an enterprise bean developer can use to implement enterprise beans.

sum( margin_dollars ) / sum( order_dollars )

FIGURE 2-10

By defining this computation centrally, you ensure that reports will compute it correctly and consistently as the ratio of two sums. For this to work, the SQL generator must dynamically construct the appropriate GROUP BY clause when this item is added to a query. TIP Use business intelligence tools to define nonadditive facts that can be computed from fully additive components. This is one of the most valuable contributions that a semantic layer can make to the dimensional design. Other contributions, such as concatenated columns or decoded values, can be duplicated by creating a view. A nonadditive fact cannot be expressed in a view, because the scope of aggregation varies with each query. The GROUP BY clause must contain whatever dimension attributes have also been requested. A query generator can handle this dynamic aspect with grace.

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