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<cfreturn employeeRecs> </cffunction> <!--- GetEmployeeSSN() [instance method] ---> <cffunction name= GetEmployeeSSN access= public returntype= string output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.ssn> </cflock> </cffunction> <!--- GetEmployeeCompanyID() [instance method] ---> <cffunction name= GetEmployeeCompanyID access= public returntype= numeric output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.companyID> </cflock> </cffunction> <!--- GetEmployeeCompanyName() [instance method] ---> <cffunction name= GetEmployeeCompanyName access= public returntype= string output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.companyName> </cflock>

The most common way of decomposing an engineering problem is by building an event tree or a fault tree, which were the subjects of the previous chapter. An event tree starts with some initiating event and then considers all possible chains of events, which could lead

</cffunction> <!--- GetEmployeeFirstname() [instance method] ---> <cffunction name= GetEmployeeFirstname access= public returntype= string output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.firstname> </cflock> </cffunction> <!--- GetEmployeeLastname() [instance method] ---> <cffunction name= GetEmployeeLastname access= public returntype= string output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.lastname> </cflock> </cffunction> <!--- GetEmployeeFullname() [instance method] ---> <cffunction name= GetEmployeeFullname access= public returntype= string output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.firstname & & This.lastname> </cflock> </cffunction> <!--- GetEmployeeSalary() [instance method] ---> <cffunction name= GetEmployeeSalary

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Classi cation was performed on heartbeats using standard linear discriminant analysis (LDA). The LDA classi ed heartbeats. The heartbeat classi cation was converted to human identi cation using majority voting. The conversion was performed using contingency matrix analysis (Figure 17.18a). The contingency matrix, Figure 17.18, is a visualization for classi cation performance [44]. The columns represent the known input classes. The rows indicate how the discriminant function(s) classi ed or assigned the data. The correctly identi ed samples (heartbeats) lie along the major diagonal; that is, the known input labels equal the assigned labels. If the maximum number of heartbeats within a row or

Listing 23-7 (continued)

access= public returntype= numeric output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.salary> </cflock> </cffunction> <!--- GetEmployeeDateOfBirth() [instance method] ---> <cffunction name= GetEmployeeDateOfBirth access= public returntype= date output= No > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= READONLY > <cfreturn This.dateOfBirth> </cflock> </cffunction> <!--- SetEmployeeSSN() [instance method] ---> <cffunction name= SetEmployeeSSN access= public returntype= void output= No > <cfargument name= SSN type= string required= yes > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= EXCLUSIVE > <cfset This.ssn = Arguments.SSN> <cfreturn> </cflock>

D E 10 6 76 5 77 65 154 11 76 35 92 83 1 80 96 1 67 97 1 165 93 1 63 79 1 77 99 1 3 2 1 12 50 known inputs F G H I J 1 K

</cffunction> <!--- SetEmployeeCompanyID() [instance method] ---> <cffunction name= SetEmployeeCompanyID access= public returntype= void output= No > <cfargument name= CompanyID type= string required= yes > <cfset Var companyRec = > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= EXCLUSIVE > <cfset This.companyID = Arguments.CompanyID> <cfinvoke component= Company method= GetCompany returnvariable= companyRec CompanyID= #This.companyID# > <cfset This.companyName = companyRec.companyName[1]> <cfreturn> </cflock> </cffunction> <!--- SetEmployeeFirstname() [instance method] ---> <cffunction name= SetEmployeeFirstname access= public returntype= void output= No > <cfargument name= Firstname type= string required= yes > <cflock name= #This.lockName# timeout= 10 throwontimeout= Yes type= EXCLUSIVE > <cfset This.firstname = Arguments.Firstname> <cfreturn> </cflock> </cffunction> <!--- SetEmployeeLastname() [instance method] ---> <cffunction name= SetEmployeeLastname

from that rst event to various performances by the system Some of these chains of events lead to adverse outcomes or failures, some do not For each event in the tree, a probability is assessed presuming the occurrence of all the events preceding it in the tree, that is, a conditional probability The total probability for a particular chain of events or path through the tree is found by multiplying the sequences of conditional probabilities Bury and Kreuzer (1986) describe how an event tree might be structured for a gravity dam A fault tree decomposes the problem in the reverse direction The fault tree starts with some failure condition and then considers all possible chains of faults that could lead to that failure.

sum 78 180 75 135 83 88 68 166 61 161 89 1-comiss identified 67 1 92 1 92 1 9 93 1 92 1 6 88 1 2 96 1 93 1 82 1 47 0 49 55 1 total correct 958 % false pos total avail 1184 66 9 % correct 74 81 1 % false neg 0

Listing 23-7 (continued)

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