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Listing 10-2: Adapting Listing 10-1 for transactional control within the database rather than in ColdFusion

repetitive property of the signals is lost. Several thresholds for the complexity measure are tested for their ef ciency in detecting malignant recordings as shown in Figure 16.20. Each of the criteria can be used separately for arrhythmia screening before identi cation. However, the misclassi ed windows at that step introduce an error that is propagated to the identi cation stage limiting the accuracy of the decision. Figures 16.21A and 16.21B demonstrate the recognition performance of the system when arrhythmia screening is performed with either the power criterion or the complexity criterion. Finally, combining the complexity measure and DCT power criteria while utilizing strict thresholds for both, an electrocardiogram segment is classi ed as healthy only if both criteria are met. Thus, the propagated to the identi cation step error is reduced and the recognition performance is augmented. Figure 16.22 illustrates the performance of the method in terms of window recognition percentages, for several combinations of threshold values for the criteria.

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BEGIN TRANSACTION INSERT INTO OrderItem ( SalesOrderID, ItemNumber, Description, UnitPrice, Quantity ) VALUES ( 1, CAS30-BLK , 30-Minute Cassette, Black Case , 1.05, 10 ) IF @@ERROR != 0 BEGIN

If you invoke a component function by using the CFINVOKE tag, ColdFusion creates an instance of that component and calls the function named in the Method attribute. In essence, ColdFusion instantiates an object of the class of that component, but the name of that object is invisible to you. (It s internally referenced by ColdFusion Server.) If you use CFINVOKE to call three of a component s functions in a single ColdFusion template, as shown in Listing 22-3, ColdFusion Server creates three separate instances of that component to give you what you want, and that s not very efficient.

convolved with probabilities associated with natural variability. Whether they are or are not depends upon the decisions at hand and not on matters of principle. In principle, within the probability-as-logic school of thought, quantitative probabilities inferred from data and associated with natural variation may indeed be mixed with degree-of-belief probabilities inferred by eliciting expert opinion.

The ECG data, with R R annotations, archived at the publicly available PhysioBank database [30] are used. ECG records are selected to include multichannel signals, recorded by placing leads at various body locations, which emulate the placements

<cfinvoke component= Company method= GetCompany returnvariable= companyRecord1 > <cfinvokeargument name= CompanyID value= 8 > </cfinvoke> <cfinvoke component= Company method= GetCompany returnvariable= companyRecord2 > <cfinvokeargument name= CompanyID value= 9 > </cfinvoke> <cfinvoke component= Company method= GetCompany returnvariable= companyRecord3 > <cfinvokeargument name= CompanyID value= 10 > </cfinvoke>

16

The correct way to call a component s functions multiple times from a single template is to separately instantiate an object with a formal name and then call the functions of that one instance as you need them. Listing 22-4 shows this principle in action. Notice that the component attribute of the CFINVOKE tag references an instance of the component rather than the component itself.

<cfobject name= myCompany component= Company > <cfinvoke component= #myCompany# method= GetCompany returnvariable= companyRecord1 >

90 80 Classification Performance (%) 70 60 50 40 30 20 10 0

<cfinvokeargument name= CompanyID value= 8 > </cfinvoke> <cfinvoke component= #myCompany# method= GetCompany returnvariable= companyRecord2 > <cfinvokeargument name= CompanyID value= 9 > </cfinvoke> <cfinvoke component= #myCompany# method= GetCompany returnvariable= companyRecord3 > <cfinvokeargument name= CompanyID value= 10 > </cfinvoke>

While it is evident that subjective probability requires integrating information of various kinds within a consistent framework, it is less clear how people do this Subjective probabilities should be concordant with probability theory (eg they should sum to 10), and one would prefer they be calibrated to observed frequencies in the physical world (ie they should have predictive value) These properties are called, coherence and calibration A considerable body of behavioral research indicates that people are not well equipped for mentally processing uncertainty according to probability theory, or in harmony with observed frequencies (Hogarth 1975) The mathematics of probability theory describes how people ought to quantify uncertainties, not how they do In practice, it appears that people use simple mental strategies or rules of thumb to simplify the task of quantifying subjective probabilities In the literature of cognitive psychology, these are called, heuristics.

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