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Morrison, Multivariate Statistical Methods, 2nd edition, McGraw-Hill, New York, 1976 47 S C Dass, Y Zhu, and A K Jain, Validating a Biometric Authentication System: Sample Size Requirements, IEEE Trans Pattern Anal Mach Intell 26:1902 1913, 2006 48 N Poh, A Martin, and S Bengio, Performance generalization in biometric authentication using joint user-speci c and sample bootstrap, IEEE Trans Pattern Anal Mach Intell 29:492 498, 2007 49 J L Wayman, Error-rate equations for the general biometric system, IEEE Robot Autom Mag March:35 48, 1999 50 D L Hall and J Llinas, An introduction to multisensor data fusion, Proc IEEE 85:6 23, 1997 51 I Bloch, A Hunter, A Appriou, A Ayoun, S Benferhat, P Besnard, L Cholvy, R Cooke, F Cuppens, D Dubois, H Fargier, H Parade, A Saf otti, P Smets, and C Sossai, Fusion: General Concepts and Characteristics, Int J Intell Syst 16:1107 1134, 2001 52 L I.

Figure 23-13: Exploring a well-documented component. Now imagine how easy consuming a component would be if the whole thing were documented like the one shown in Listing 23-20. Sure, you d have hundreds of lines of code on your hands, but you wouldn t need to read through it all that s what the CFC Browser is for. You may notice as you begin to diligently document your components that many documentation-related attributes are missing from both the ColdFusion Language Reference (Part IX) and the tag editors of the tags to which you want to add documentation. Don t worry about these oversights; if you use Listing 23-20 as your guide, your components are sufficiently documented, using all possible attributes.

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Kuncheva, Switching between selection and fusion in combining classi ers: An experiment, IEEE Trans Syst Man Cybern Part B: Cybern 32:146 156, 2002 53 P C Smits, Multiple classi er systems for supervised remote sensing image classi cation based on dynamic classi er selection, IEEE Trans Geosci Remote Sens 40:801 813, 2002 54 D L Hall and J Llinas, Handbook of Multisensor Data Fusion, CRC Press, Boca Raton, FL, 2001 55 J Kittler and F M Alkoot, Sum versus vote fusion in multiple classi er systems, IEEE Trans Pattern Anal Mach Intell 25:110 115, 2003 56 S A Israel, Performance metrics: How and when, Geocarto Int 21:23 32, 2006 57 J M Irvine and S A Israel, 2009 A sequential procedure for individual identity veri cation using ECG, EURASIP J Adv Signal Processing: Recent advances in Biometric systems: A signal processing perspective, 2009 (243215) 13 pp, doi:101155/2009/243215 58 J.

Metadata is data about data that enables you to better understand the data itself. A component s metadata consists of the descriptions of its properties, methods, arguments, and data about the physical component file itself. Although you can always directly CFDUMP an instance of a component to visualize its properties and functions, you can t write software to programmatically inspect and interface with your component through the results of a

occur Then, the expert is asked to assess probabilities that values outside the extremes occur Starting with extreme values rather than best estimates is important in guarding against overcon dence and anchoring Asking the expert to conceive extreme scenarios makes those scenarios available , and allows the expert to think about the extremes more readily As numerical values are elicited, the facilitator should begin plotting these on graph paper; however, at this point the plot should not be showed to the expert, because it might bias future responses to conform to the previous ones As ever more assessments are made, these are plotted on the graph to begin establishing bounds and to point out inconsistencies After establishing extreme values and their exceedance probabilities, the next step is to ll in values and their corresponding probabilities between the extremes.

CFDUMP. The GetMetaData() function, however, enables you to do just that; it returns a structure of key-value pairs containing all the metadata for a component.

M Irvine, S A Israel, M D Wiederhold, and B K Wiederhold, EigenPulse: robust human identi cation from cardiovascular function, Pattern Recogn 41(12), 2008..

<cfobject name= myDocumentedCFC component= DocumentedCFC > <cfset cfcMetaData = GetMetaData(myDocumentedCFC)> <cfdump var= #cfcMetaData# >

A CFDUMP of the Employee component s metadata (not the component itself) is shown in Figure 23-14.

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