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The application of genetic-neural network on the evaluation about the college student's personal credit situation

机译:遗传神经网络在大学生个人信用状况评价中的应用

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State student assistance loan is a personal credit loan, but the personal credit evaluation system of commercial banks could not make a correct assessment for a college student's credit situation because the students have no records about their credit. To avoid the credit risk, it must to establish a rational credit evaluation methodology for college students. As a result of traditional neural network algorithm existing shortcomings that are training time to be long, the convergence rate slow and easy to fall into the partial minimum point, a method of fusing genetic algorithm and neural network control is proposed in this article. The model adopts neural network structure,genetic algorithm is used to optimize the attached weights and thresholds of neural network. 16 samples are used for network training and testing by MATLAB. Simulation results demonstrate that BP neural network exists the phenomenon of failed prediction, but genetic-neural network model all predicts correctly and the maximum value of error about the model output and target output is only 3.2%, therefore using genetic-neural network carry on the college student's personal credit evaluation is method that has a better effect than using BP neural network only.
机译:国家学生援助贷款是个人信用贷款,但商业银行的个人信用评估系统无法对大学生的信用状况进行正确的评估,因为学生没有记录他们的信用记录。为避免信用风险,必须为大学生建立理性信用评估方法。由于传统的神经网络算法存在训练时间的缺点,收敛速度慢且易于落入部分最小点,在本文中提出了一种融合遗传算法和神经网络控制的方法。该模型采用神经网络结构,遗传算法用于优化神经网络的附加权重和阈值。 16个样本用于Matlab的网络培训和测试。仿真结果表明,BP神经网络存在失败预测的现象,但遗传 - 神经网络模型全部预测并正确的误差的最大值仅为3.2%,因此使用遗传神经网络携带遗传 - 神经网络大学生的个人信用评估是具有比仅使用BP神经网络的效果更好的方法。

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