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Many fact tables include multiple relationships to a single dimension table. As you learned in 6, these various relationships represent different roles for the dimension. A fact table tracking mortgage applications, for example, contained three references to an employee dimension: one for a mortgage officer, one for a clerical processor, and one for an underwriter. Isolating a particular role in a query involves aliasing the dimension table and joining it to the appropriate foreign key column in the fact table. This may be achieved using SQL aliasing or views. Quite often, it can also be done within a business intelligence tool s semantic layer. Leveraging this ability makes good sense, because it reduces the need to maintain external views and guarantees that the correct joins are used to isolate individual roles. TIP Make use of the built-in aliasing capability in the semantic layer to support dimension roles. As you will see, aliasing may provide additional advantages as well. Careful application of aliasing techniques may be useful in separating parts of the database schema so that a query generator does not attempt to link them together.

n JDBC, the API for accessing relational data from Java n The Java Transaction API (JTA), the API for managing and coordinating

n JavaMail, the API for sending and receiving e-mail n Java IDL, the API for calling CORBA services

Business intelligence tools do not present information to end users in table/column format. Instead, they typically offer some alternative organizing principle, such as a folderbased metaphor or a hierarchical tree that can be expanded and collapsed. Items can be placed in whatever arrangement makes sense. This kind of presentation metaphor can be used to make the model more understandable to a user. For example, the semantic layer can be used to relocate degenerate dimensions,

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The JEE standard is defined through a set of related specifications; key among these are the EJB specification, the Servlet specification, and the JSP specification. Together, these specifications define the architecture described in this book. In addition to the specifications, several other offerings are available to support the JEE standard, including the JEE Compatibility Test Suite (CTS) and the JEE SDK (see http://java.sun.com/j2ee/licensees.html). The JEE CTS helps maximize the portability of applications by validating the specification compliance of a JEE platform product. This test suite begins where the basic Java Conformance Kit (JCK) ends. The CTS tests conformance to the Java standard extension APIs not covered by the JCK. In addition, it tests a JEE platform s ability to run standard end-to-end applications. The JEE SDK is intended to achieve several goals. First, it provides an operational definition of the JEE platform, used by vendors as the gold standard to determine what their product must do under a particular set of application circumstances.

grouping their presentation to end users with other dimension attributes, rather than colocating them with facts. Attributes from very large dimensions may be subdivided into groups, or vice versa. All these techniques can aid in making the available facts and dimensions more comprehensible to end users. TIP Make use of a semantic layer s capability to organize the available facts and dimensions in a manner that will make sense to end users. It is also useful to note that the semantic layer does not need to expose every aspect of the dimensional schema. There is no need, for example, to expose surrogate keys to end users. These attributes carry absolutely no business meaning, serving only as a means to uniquely identify rows of data. Other housekeeping columns that support maintenance of ETL processes may also be hidden from users.

To verify the portability of an application, developers can use it, and it is used as the standard platform for running the JEE CTS The JEE SDK exists to provide the developer community with a free implementation of the JEE platform This is Sun s way of expediting adoption of the JEE standard The JEE specifications have, by design, set the bar for platform compatibility Owing to the collaborative way in which the platform specifications have been developed thus far, Sun gave platform vendors the opportunity to supply implementations of the JEE platform Obvious and unreasonable implementation hurdles were avoided For example, no restrictions exist on vendors adding value to JEE products by supporting services not defined in the specifications JEE-component portability is primarily a function of the dependency a component has on the underlying container.

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