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The aiNet model developed by De Castro and Von Zuben [184, 187] implements some of the principles found in the immune network theory A typical network in the model consists of nodes (the B-Cells or antibodies) which are connected by edges to form node pairs A weight value (connection strength) is assigned to each edge, to indicate the similarity between two nodes Thus, the network that is formed during training is presented by an edge-weighted graph Algorithm 198 summarizes aiNet aiNet uses clonal selection [97] to adapt the network of antibodies, B, to training patterns, DT Thus, the data in the training set is seen as antigens During training the model builds a network of memory cells to determine any clusters in the data The model uses Euclidean distance as a metric of a nity (or dissimilarity), d (zp , yj ), between a training pattern, zp , and an antibody, yj , in the network A higher value of d (zp , yj ) implies a higher degree of dissimilarity between an antibody and an antigen training pattern Clonal selection is applied to nh of the antibodies with the highest a nity (dissimilarity) to a speci c antigen The number of clones, nc , for each antibody, yj , is

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Algorithm 198 aiNet Learning Algorithm Determine the antigen patterns as training set DT ; while stopping condition not true do for each antigen pattern, zp DT do for each antibody, yj B do Calculate the antigen a nity fa (zp , yj ); end Select nh of the highest a nity antibodies as set H; for each yj H do Create nc clones of yj ; Mutate the nc created clones and add to set H ; end for each yj H do Calculate the antigen a nity, fa (zp , yj ); end Select nh % of the highest a nity antibodies as set M; for each yj M do if fa (zp , yj ) > amax then Remove yj from M; end end for each yj1 M do for each yj2 M do Calculate the network a nity fa (yj1 , yj2 ); if fa (yj1 , yj2 ) < s then Mark yj1 and yj2 as elimination from M; end end end Remove all elimination antibodies from M; B = B M; end for each yj1 B do for each yj2 B do Calculate the network a nity, fa (yj1 , yj2 ); if fa (yj1 , yj1 ) < s then Mark yj1 and yj2 as elimination from B; end end end Remove all elimination antibodies from B; Replace nl % of the lowest a nity antibodies in B with randomly generated antibodies; end

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As de ned in De nition A10, multi-objective optimization requires multiple, con icting objectives to be simultaneously optimized A number of adaptations have been made to DE in order to solve multiple objectives, most of which make use of the concept of dominance as de ned in De nition A11 Multi-objective DE approaches include:

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135 Advanced Topics Converting the problem into a minimax problem [390, 925] Weight aggregation methods [35]

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Population-based methods, such as the vector evaluated DE (VEDE) [659], based on the vector evaluated GA (VEGA) [761] (also refer to Section 963) If K objectives have to be optimized, K sub-populations are used, where each subpopulation optimizes one of the objectives These sub-populations are organized in a ring topology (as illustrated in Figure 164(b)) At each iteration, before x application of the DE reproduction operators, the best individual, Ck (t), of population Ck migrates to population Ck+1 (that of Ck+1 migrates to C0 ), and is used in population Ck+1 to produce the trial vectors for that population Pareto-based methods, which change the DE operators to include the dominance concept Mutation: Abbass et al [2, 3] applied mutation only on non-dominated solutions within the current generation Xue et al [928] computed the di erential as the di erence between a randomly selected individual, xi1 , and a randomly xi2 If xi1 is not domiselected vector, xi2 , that dominates xi1 ; that is, xi1 nated by any other individual of the current generation, the di erential is set to zero Selection: A simple change to the selection operator is to replace the parent, xi , with the o spring xi , only if xi xi [3, 2, 659] Alternatively, ideas from nondominated sorting genetic algorithms [197] can be used, where non-dominated sorting and ranking is applied to parents and o spring [545, 928] The next population is then selected with preference to those individuals with a higher rank

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