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The unnerving speed at which new fraud risks appear and grow seems to argue for a new kind of corporate agility based on risk management processes supported by advanced analytical technologies These newer technologies enable companies to develop forward-looking capabilities for anticipating and responding quickly to new risks as they emerge Ed Rosenberg, vice president, corporate security for nancial institution CIBC, says, The nature of the threat has expanded The level of complexity or sophistication of the threat has changed You need to be responsive to these changes and recognize that sometimes your controls need to be enhanced, need to be altered The ability to use information from monitoring systems to predict patterns or to identify something that has gone wrong has been very valuable.

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If you want to see gradient names instead of icons in the list, choose Text Only from the dialog box menu. Or choose Small List or Large List to see both the icon and the gradi-

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Also, many of the 100 products may have an affinity to one another and thus be somewhat redundant in predicting response Factor analysis may help by grouping the products into a smaller number of more manageable categories, thus reducing the number of predictor variables and ultimately leveraging more information than if these product variables were considered separately 4 Cluster analysis Factor analysis is commonly, though by no means exclusively, used as a precursor to cluster analysis Cluster analysis evaluates a large, heterogeneous population of businesses or consumers and breaks it down into smaller segments with like characteristics The primary benefit of cluster analysis is that it makes it easier to target these more homogenous, well-defined universes Suppose you profile your customer base in its entirety and learn that the average number of employees at your customer locations is 75 It may.

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What we hope to show in this book is that part of the answer to Why now lies in the knowledge and tools that are currently available to blunt the risk of fraud In other words, aligning with the sense of urgency is an expanding body of knowledge, techniques, and strategies that can help companies today At the head of the list of such techniques and strategies are ways to tackle the diversity of fraud, as well as its changing face, and visualize the relationship between the likelihood of a fraud event in a particular company and its impact on the company Equally important, there is today a sound set of strategies for de ecting the threats identi ed and, after the fact, dealing with those not yet understood..

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The business interface pattern differs slightly, depending on whether the enterprise bean exposes its business methods on the local interface or the remote interface. If the entity bean exposes the remote interface, all method signatures on the business interface need to throw java.rmi.RemoteException (but do not need to extend java.rmi.Remote). Note that the method implementations in the enterprise bean class should not throw RemoteException, this has been deprecated by the EJB specification. Instead, business methods can throw EJBException from within the body of a method, without declaring it in the throws clause, since EJBException is a subclass of RuntimeException. When using the business interface with a local interface, the business interface need not implement any other interface, and the business method signatures can be written without any special rules. There is one dangerous side effect of using the Business Interface pattern. For methods whose return values are the remote/local interface of the bean itself, implementing the business interface allows the bean developer to return this without any compile-time problems being detected. This is possible because both the bean class and the remote/local interface implement the business interface. Returning this is always caught at compile time when the Business Interface pattern is not used (since the bean class doesn t implement the remote/local interface). Thus, special care must be taken by bean developers using a business interface pattern to not return this, or unpredictable errors can occur at run time. The Business Interface pattern is a common pattern in EJB development. It allows developers to catch common programming errors at compile time, ensuring consistency between business method definition and implementation.

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