A scalable recommendation system approach for a companies - seniors matching

被引:0
|
作者
Guyard, Kevin Cedric [1 ]
Deriaz, Michel [2 ]
机构
[1] Univ Geneva, Inst Informat Sci, GSEM CUI, Geneva, Switzerland
[2] HEG Geneve, HES SO, Geneva, Switzerland
来源
2022 5TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE FOR INDUSTRIES, AI4I | 2022年
关键词
Artificial intelligence; machine learning; recruitment; hybrid recommendation system; content-based filtering; similarity index;
D O I
10.1109/AI4I54798.2022.00008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recommendation systems are becoming more and more present in our daily lives, whether it is for suggesting items to buy, movies to watch or music to listen. They can be used in a large number of contexts. In this paper, we propose the use of a recommendation system in the context of a recruitment platform. The use of the recommendation system allows to obtain precise profile recommendations based on the competences of a candidate to meet the stated requirements and to avoid companies to have to perform a very time-consuming manual sorting of the candidates. Thus, this paper presents the context in which we propose this recommendation system, the data preprocessing, the general approach based on a hybrid Content Based Filtering (CBF) and Similarity Index (SI) system, as well as the means implemented to reduce the computational cost of such a system with the increasing evolution of the platform.
引用
收藏
页码:5 / 9
页数:5
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