journal article·2022-07-06Open access

Design of Intelligent Management Platform for Industry–Education Cooperation of Vocational Education by Data Mining

Min Wu, Xinxin Hao, Yang Lv, Zihan Hu

Applied Sciences· Volume 12· Issue 14

Abstract

Data are playing an increasingly important role in the development of industry–education cooperation strategies in vocational education and training. The objective of this study was to promote the comprehensive progress of an industry–education cooperation system and improve the effect of the application of big data technology in this system. First, we designed of a big data technology application in an intelligent management platform system for industry–education cooperation. Second, we analyzed the synthetical design of the system. Finally, we optimized and designed a support vector machine (SVM) data mining (DM) algorithm model based on big data, and evaluated the model. The results revealed that the designed algorithm model provides outstanding advantages compared with similar algorithm models. In general, the highest average computation time of the designed SVM algorithm model is about 95 ms. The overall average calculation time linearly decreases around 200 iterations and tends to be stable, and the lowest overall average computation time is about 20 ms. In the DM process, the highest accuracy rate of the model is about 97%, and the lowest is about 92%. The DM accuracy rate is always stable as the number of iterations of the model continues to increase. The designed model slowly increases the occupancy rate of the system in the process of increasing computing time. At about 60 min, the system occupancy rate of the model tends to be stable, and the highest is maintained at about 23%. This study not only provides technical support for the optimization of DM algorithms with big data technology, but also contributes to the integrated development of industry–education cooperation systems.
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Research context

OpenAlex topics: AI and Multimedia in Education · Advanced Technologies in Various Fields · AI and Big Data Applications

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Public Affairs Management and Public Policy, School of Public Administration, Sichuan University, Chengdu 610065, China

Department of Preschool Education, College of Teachers, Chengdu University, Chengdu 610106, China

Faculty of Business, University of Prince Edward Island, Charlottetown, PE C1A 4P3, Canada

Funding

The National Social Science Fund of China

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