Application of adaptive artificial immune algorithm to data mining
Citations
9 citations
Cites background from "Application of adaptive artificial ..."
...AIA is now widely used to plan path in the robotics community while not being attracted enough attention in airplane route planning....
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...V. CONCLUSION In this paper, an improved AIA method is used to plan a collision-free path....
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...At the same time, we compares the tracks by above methods with improved electric potential theory [18] (for brief, IPT) under the same conditions (see Figure 9, Table 4), and we have the result: the IPT’s computing time for 3.313 seconds which uses most time compared with the above-mentioned three cases of AIA....
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...In recent years, although path planning using genetic algorithm (GA) has been studied in great detail, artificial immune algorithm (AIA) [9-14] (which is similar as GA to imitate natural biological behavior) has many advantages over genetic algorithm, for example, two genetic operators (crossover and mutation) of GA make it a certain degenerate....
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...AIA has a capability of fast, random and global searching, and it can guarantee individual species diversity....
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Cites methods from "Application of adaptive artificial ..."
...This paper designs a CF algorithm based on adaptive aiNet([8,9,10]) utilizing the favorable scalability of aiNet to make up for the scalability shortage of the traditional CF algorithm based on users and decrease the data sparsity through the clone and mutation mechanism of the aiNet to generate the implicit rating ....
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...for each iteration, do: a) Use (1) to compute the affinity between each antibody and the antigen, then the processing of normalization is applied to these affinity values according to the equation proposed in [8]....
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