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GNeurAge: An Evolutionary Agent-Based System for Classification Tasks

机译:GNeurAge:用于分类任务的基于演化代理的系统

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The use of intelligent agents in the structure of multiclassifier systems has been investigated in order to overcome some drawbacks of these systems and, as a consequence, to improve the performance of such systems. As a result of this, the NeurAge system was proposed. This system has presented good results in some centralized and distributed classification tasks. In this paper, an investigation of using evolutionary techniques in the functioning of the NeurAge (GNeurAge) is performed. In order to do this, we are going to use genetic algorithm in two different phases: in the choice of the initial classifier; and during the functioning of NeurAge (test phase).
机译:为了克服这些系统的某些缺点并因此改善这种系统的性能,已经研究了在多分类器系统的结构中使用智能代理。结果,提出了NeurAge系统。该系统在一些集中式和分布式分类任务中已显示出良好的效果。在本文中,进行了在NeurAge(GNeurAge)的功能中使用进化技术的研究。为了做到这一点,我们将在两个不同的阶段中使用遗传算法:以及在NeurAge正常运行期间(测试阶段)。

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