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Create and randomly initialize a population of NNs; while stopping condition(s) not true do for each individual (or NN) do Select a sample of competitors from the population; for each opponent do for a specified number of times do Play a game as rst player using the NNs as board state evaluators in a game tree; Record if game was won, lost, or drawn; Play another game against the same opponent, but as second player; Record if game was won, lost, or drawn; end end Determine a score for the individual; end Evolve the population for one generation; end Return the best individual as the N evaluation function; by merging subcomponents, evolved independently from one another A separate population is used to evolve each subcomponent using some EA Representations from each subcomponent is then combined to form a complete solution, which is evaluated to determine a global tness Based on this global tness, some credit ows back to each subcomponent re ecting how well that component collaborated with the others This local tness is then used within the subpopulation to evolve a better solution Potter and De Jong [687] applied this approach to function optimization For an nx -dimensional problem, nx subpopulations are used one for each dimension of the problem Each subpopulation is therefore responsible for optimizing one of the parameters of the problem, and no subpopulation can form a complete solution by itself Collaboration is achieved by merging a representative from each subpopulation The e ectiveness of this collaboration is estimated as follows: Considering the j-th subpopulation, Cj , then each individual, Cj xi , of Cj performs a single collaboration with the best individual from each of the other subpopulations by merging these best components with Cj xi to form a complete solution The credit assigned to Cj xi is simply the tness of the complete solution Potter and De Jong found that this approach does not perform well when problem parameters are strongly interdependent, due to the greediness of the credit assignment approach To reduce greediness two collaboration vectors can be constructed The rst vector is constructed by considering the best individuals from each subpopulation as described above The second vector chooses random individuals from the other subpopulations, and merges these with Cj xi The best tness of the two vectors is used as the credit for Cj xi In addition to function optimization, Potter and De Jong also applied this approach.

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( j) Select the best- t data odel from the data models produced in Step 1(i) that gives the smallest MSE, and this data model is used as the attack data model 2 Repeat Step 1 but replace the attack data sample with the normal use data sample for the text editing in the training data set to develop the text editing data model 3 Repeat Step 1 but replace the attack data sample with the normal use data sample for the web browsing in the training data set to develop the web browsing data model Figures 163, 164 and 165 show the MSE charts produced to develop the attack data model, two normal use data models for the text editing and the web browsing, respectively, for the wavelet change attack characteristic of Process( Total)\Page Faults/sec under the ARP Poison attack, WDL- This attack characteristic shown in Table 111 and Table 131 indicates the signal strength decrease of the DoG wavelet at the low frequency band As indicated in Figure 163,. Code 3 Of 9 In Visual C#.NET Using Barcode printer for Visual .Related: Intelligent Mail Printing Java , Generate Interleaved 2 of 5 Word , .NET Data Matrix Generating

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where xi represents the original data sample, and x i represents the reconstructed data sample (f) Plot this pair of the MSE value and the number of the wavelet coef cients in the target set as a data point in the MSE chart (see examples in Figure 163) (g) Repeat Steps 1(c) 1(f) until the curved line connecting the data points in the MSE chart approximately levels off (h) Select the number of wavelet coef cients and the corresponding target set of wavelet coef cients at the elbow point of the curved line in the MSE chart when the leveling-off occurs, because this target set of wavelet coef cients gives the best- t data model to the original data sample using the mallest number of the largest (in absolute value) wavelet coef cients (i) Repeat Steps 1(a) 1(h) until the best- t data models are selected for all the ve wavelet transforms. A Supplement 5 Encoder In .NET Framework Using Barcode printer for ASP .Related: Create QR Code VB.NET , Word Code 128 Generator , .NET UPC-A Generation

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