基于遗传规划的模型自动选择算法

Yanghe Feng, Chaofan Dai, Jianmai Shi, Liang Mu
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引用次数: 0

摘要

模型辅助决策的可用性取决于模型选择的智能化程度。提出了一种基于样本数据的模型选择算法。根据样本数据的特征对元模型进行分类,并以树的形式构建元模型。遗传操作在几种限制条件下进行,以提供模型选择方案。它的过程几乎不依赖于用户对领域的知识。
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An Automatic Model Selection Algorithm Based Genetic Programming
The usability of model-aided decision relies on intellectualized level of model selection. An algorithm of Model selection based sample data is proposed in the paper. The meta-models are classified by characters of the sample data, and the assembled models are built as tree format. The genetic operations are performed under several restrictions to provide the model selection scheme. Its process hardly depends on user's knowledge on domain.
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