Proceedings of the 2025 3rd International Academic Conference on Management Innovation and Economic Development (MIED 2025)

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Construction of Quantitative Assessment System and Optimization of Personalized Planning Strategy for College Students’ Competition Development Based on Transformer Algorithm

Authors
Zeseng Mao1, Weiguo Li1, Chengying Fang1, Liang Chen1, *
1Guangdong University of Science and Technology, Dongguan, 523000, China
*Corresponding author. Email: 230236879@qq.com
Corresponding Author
Liang Chen
Available Online 17 September 2025.
DOI
10.2991/978-94-6463-835-6_97How to use a DOI?
Keywords
transformer algorithm; university student competition; quantitative evaluation system; data collection and processing; model design; experimental design; performance evaluation
Abstract

The purpose of this paper is to construct a set of quantitative assessment system for competition development of college students based on Transformer algorithm. It first analyzes the importance of college students’ participation in competitions and the current status of the application of Transformer algorithm in the field of education, and summarizes the research progress of related work. Subsequently, the data collection and processing methods are elaborated in detail, including data sources, preprocessing techniques and so on. In the model design and implementation section, the underlying principles of the Transformer architecture and the specific adjustments for competition assessment are introduced. Through experimental design and result analysis, the performance of the proposed system is verified and the comparative advantages with existing solutions are demonstrated. Finally, the main findings are summarized, application prospects are predicted, and future research directions are suggested.

Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2025 3rd International Academic Conference on Management Innovation and Economic Development (MIED 2025)
Series
Advances in Economics, Business and Management Research
Publication Date
17 September 2025
ISBN
978-94-6463-835-6
ISSN
2352-5428
DOI
10.2991/978-94-6463-835-6_97How to use a DOI?
Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Zeseng Mao
AU  - Weiguo Li
AU  - Chengying Fang
AU  - Liang Chen
PY  - 2025
DA  - 2025/09/17
TI  - Construction of Quantitative Assessment System and Optimization of Personalized Planning Strategy for College Students’ Competition Development Based on Transformer Algorithm
BT  - Proceedings of the 2025 3rd International Academic Conference on Management Innovation and Economic Development (MIED 2025)
PB  - Atlantis Press
SP  - 911
EP  - 921
SN  - 2352-5428
UR  - https://doi.org/10.2991/978-94-6463-835-6_97
DO  - 10.2991/978-94-6463-835-6_97
ID  - Mao2025
ER  -