期刊
FRONTIERS IN PSYCHOLOGY
卷 12, 期 -, 页码 -出版社
FRONTIERS MEDIA SA
DOI: 10.3389/fpsyg.2021.742172
关键词
deep learning; RNN; higher vocational computer science specialty; talent cultivation; fused attention model; communication design courses
资金
- Key Research Projects of Humanities and Social Sciences in Colleges and Universities in Anhui Province [SK2020A0127]
The study aimed to address the issue of mismatch between supply and demand of communication design talents provided by universities. By utilizing BPNN and SARIMA models, a SARIMA-BPNN model was developed, which showed more accurate post prediction compared to the BPNN model. University-Industrial Research Collaboration guided teaching direction for communication design majors to better meet societal needs.
The purpose of the study was to solve the problem of the mismatching between the supply and demand of the talents that universities provide for society, whose major is communication design. The correlations between social post demand and university cultivation, as well as between social post demand and the demand indexes of enterprises for posts, are explored under the guidance of University-Industrial Research Collaboration. The backpropagation neural network (BPNN) is used, and the advantages of the Seasonal Autoregressive Integrated Moving Average model (SARIMA) model are combined to design the SARIMA-BPNN (SARIMA-BP) model after the relevant parameters are adjusted. Through the experimental analysis, it is found that the error of the root mean square of the designed SARIMA-BP model in post prediction is 7.523 and that of the BPNN model is 16.122. The effect of the prediction model that was designed based on deep learning is smaller than that of the previous model based on the neural network, and it can predict future posts more accurately for colleges and universities. Guided by the University-Industrial Research Collaboration, students will have more practice in the teaching process in response to social needs. University-Industrial Research Collaboration guides the teaching direction for communication design majors and can help to cultivate communication design talents who are competent for the post provided.
作者
我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。
推荐
暂无数据