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Improving SOSDM: Inspirations from the Danger Theory

机译:改善SOSDM:危险理论的启示

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This paper presents improvements to SOSDM based on ideas gleaned from the Danger Theory of immunology. In the new model, antibodies emit a signal describing their current level of contentment -monitoring the total level of contentment in the system provides a mechanism for determining when an immune response should occur, i.e. when new antibodies should be produced. It also provides a method of detecting catastrophic changes in the environment, i.e. significant changes in input data, and thus provides a means of removing antibodies. The new system, dSOSDM, is shown to be more robust and better able to deal with dynamically changing databases than SOSDM.
机译:本文提出了基于从免疫学危险理论收集的思想的SOSDM改进。在新模型中,抗体发射了描述其当前含量水平的信号 - 监测系统中的总含量水平提供了用于确定当应发生免疫应答时的机制,即应产生新抗体。它还提供了一种检测环境中灾难性变化的方法,即输入数据的显着变化,从而提供除去抗体的方法。新系统DSOSDM显示出更强大,更能够处理与SOSDM相比的动态变化的数据库。

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