Evaluation of the Modern Value of Imperial Examination Culture in the Context of Cultural Confidence Based on Deep Learning Models

Abstract

National prosperity, national spiritual independence, and cultural security greatly impact the cultural self-confidence. It is also a new era issue that must be answered in building a socialist cultural power. In this paper, we scientifically define the core concepts of the imperial examination system, imperial examination culture, and imperial examination cultural heritage. We systematically discuss the connotation and extension of the imperial examination cultural heritage, analyze the positive energy and negative effects of the imperial examination culture, propose the construction of a new type of examination culture system, and innovate the content and form of the examination. We conduct an in-depth study on the modern value of the imperial examination culture in the context of cultural confidence and then construct appropriate evaluation indicators to use the deep learning model to evaluate the value. The technical principle and performance optimization method of DBN neural network are introduced and then the modern value evaluation system of imperial examination culture is constructed. The parameters of the DBN model are optimally selected through experiments. After the optimal model is trained, the sample data are input to obtain the results. The results are compared with the evaluation results of human experts to judge the performance of the model. In many cases, the results are very close to, or the same as the expert results, in some of the experiments, the accuracy of our model varied from the expert results by a small margin of up to 0.4%.