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On Evaluation Model of Green Technology Innovation Capability of Pulp and Paper Enterprise Based on Support Vector Machines

机译:基于支持向量机的纸浆和纸质企业绿色技术创新能力评价模型

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摘要

Based on the analysis of the concept of green technology innovation capability, this paper not only structures the evaluation index system of green technology innovation capability in pulp and paper enterprises, builds the evaluation model of green technology innovation capability for pulp and paper enterprises based on Support Vector Machines with Radial Basis Function kernel, but also achieves the optimization of kernel function parameters, penalty factors and insensitive parameters based on a heuristic algorithm for tuning hyper-parameters. This model is more suitable for pulp and paper enterprises to evaluate green technology innovation capability, compared with the evaluation method of BP neural network.
机译:基于对绿色技术创新能力概念的分析,本文不仅构建了绿色技术创新能力的评价指标体系在纸浆和纸质企业中,为基于支持的纸浆和纸质企业建立了绿色技术创新能力的评价模型矢量机器具有径向基函数内核,但还达到了基于调整超参数的启发式算法的内核函数参数,惩罚因子和不敏感参数的优化。与BP神经网络的评估方法相比,该模型更适用于纸浆和纸质企业来评估绿色技术创新能力。

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