题名 | Design of a Graduate Employment Intelligent Recommendation System Based on Data Analysis Algorithms |
作者 | |
发表日期 | 2023-11-30 |
会议名称 | 3rd International Conference on Artificial Intelligence, Big Data and Algorithms, CAIBDA 2023 |
会议录名称 | Frontiers in Artificial Intelligence and Applications
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ISSN | 0922-6389 |
卷号 | 373 |
页码 | 183-192 |
会议日期 | 30 November 2023 |
会议地点 | Hybrid, Zhengzhou |
摘要 | In response to the issues of indiscriminate employment and lengthy contract signing time for university graduates, this research investigates the relationship between graduate behavior and job demand. Taking the past graduates of several universities in Hubei province, China as the research subjects, this study proposes an improved algorithm, Apriori-S, based on the Spark computing framework, to enhance the execution efficiency and applicability of the original Apriori algorithm for analyzing complex datasets. The improved algorithm is applied to mine the association rules between past graduate data and employment information. Experimental analysis demonstrates that the improved algorithm has significantly higher execution efficiency compared to the original algorithm and is suitable for analyzing complex datasets with multiple dimensions. Finally, based on the mining results, an 'employment stickiness' model is constructed, and a design for an intelligent job recommendation system for graduates is developed using data analysis algorithms, enabling intelligent job recommendations for employment positions. |
关键词 | algorithm optimization Apriori algorithm complex dataset intelligent recommendation stickiness model |
DOI | 10.3233/FAIA230808 |
URL | 查看来源 |
语种 | 英语English |
Scopus入藏号 | 2-s2.0-85181396769 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/11104 |
专题 | 北师香港浸会大学 |
通讯作者 | Jiang, Xiaolin |
作者单位 | 1.School of Cloud Computing Technology and Application Industry, Shandong Institute of Commerce and Technology, Jinan, Shandong, China 2.Beijing Normal University-HongKong Baptist University United International College, Zhuhai, Guangdong, China |
推荐引用方式 GB/T 7714 | Jiang, Xiaolin,Wang, Ruiyang. Design of a Graduate Employment Intelligent Recommendation System Based on Data Analysis Algorithms[C], 2023: 183-192. |
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