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DOI: 10.14569/IJACSA.2022.0131080
PDF

Research on Personalized Recommendation of High-Quality Academic Resources based on user Portrait

Author 1: Jianhui Xu
Author 2: Mustafa Man
Author 3: Ily Amalina Ahmad Sabri
Author 4: Guoyi Li
Author 5: Chao Yang
Author 6: Mingxue Jin

International Journal of Advanced Computer Science and Applications(IJACSA), Volume 13 Issue 10, 2022.

  • Abstract and Keywords
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Abstract: With the advent of the era of big data, the phenomenon of information overload is becoming increasingly serious. It is difficult for academic users to obtain the information they want quickly and accurately in the face of massive academic resources. Aiming at the optimization of academic resource recommendation services, this paper constructs a multi-dimensional academic user portrait model and proposes an Academic Resource Recommendation Algorithm Based on user portrait. This paper first, combs the relevant literature and information; Secondly, to obtain the attribute tags of multi-dimensional user portraits, a set of questionnaires are designed to collect the real information of academic users, and the corresponding academic user portrait model is constructed; Then, the collected data is processed through certain rules, and the user is quantitatively modeled based on the data through mathematical means; Finally, through the construction of the completed academic user portrait model, combined with collaborative filtering algorithm, provide personalized academic resource recommendation services for academic users. Through the verification and analysis of simulation experiments, the Academic Resource Recommendation Algorithm Based on the user portrait proposed in this paper plays a great role in expanding users' interest fields and discovering new hobbies across fields and disciplines.

Keywords: Personalized recommendation system; user portrait; academic resources; collaborative filtering

Jianhui Xu, Mustafa Man, Ily Amalina Ahmad Sabri, Guoyi Li, Chao Yang and Mingxue Jin, “Research on Personalized Recommendation of High-Quality Academic Resources based on user Portrait” International Journal of Advanced Computer Science and Applications(IJACSA), 13(10), 2022. http://dx.doi.org/10.14569/IJACSA.2022.0131080

@article{Xu2022,
title = {Research on Personalized Recommendation of High-Quality Academic Resources based on user Portrait},
journal = {International Journal of Advanced Computer Science and Applications},
doi = {10.14569/IJACSA.2022.0131080},
url = {http://dx.doi.org/10.14569/IJACSA.2022.0131080},
year = {2022},
publisher = {The Science and Information Organization},
volume = {13},
number = {10},
author = {Jianhui Xu and Mustafa Man and Ily Amalina Ahmad Sabri and Guoyi Li and Chao Yang and Mingxue Jin}
}



Copyright Statement: This is an open access article licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, even commercially as long as the original work is properly cited.

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