Intelligent Query Method of Vocational Colleges Database Based on Reinforcement Learning

DOI

10.2991/978-94-6463-417-4_51How to use a DOI?

Keywords

Reinforcement learning; Database of vocational colleges; Intelligent query; Core characteristics; Core idea; Distribution characteristics; After comprehensive study

Abstract

Due to the low adaptability to the characteristics of the database of vocational colleges, it is difficult to guarantee the effectiveness of the intelligent query results of the database. Therefore, the research on the intelligent query method of the database of vocational colleges based on reinforcement learning is proposed. Combined with the core characteristics of the database of vocational colleges, such as large amount of data, data redundancy, data heterogeneity, and frequent data updates, the core idea of improving the final query effect of the design method is to comprehensively consider the factors such as data quality, query statements, retrieval algorithms and models, threshold settings, and data distribution. The enhanced learning mechanism is introduced to realize the comprehensive learning of the data distribution characteristics in the database of vocational colleges and universities, and the optimal parameters that meet the characteristics of the database of vocational colleges and universities are taken as the query output results. In the test results, the F1 value of the design query method is always above 0.94 in different scenarios, which has obvious advantages over the query method of the control group.

Copyright

© 2024 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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TY  - CONF
AU  - Jing Liu
PY  - 2024
DA  - 2024/05/07
TI  - Intelligent Query Method of Vocational Colleges Database Based on Reinforcement Learning
BT  - Proceedings of the 2024 5th International Conference on Big Data and Informatization Education (ICBDIE 2024)
PB  - Atlantis Press
SP  - 548
EP  - 557
SN  - 1951-6851
UR  - https://doi.org/10.2991/978-94-6463-417-4_51
DO  - 10.2991/978-94-6463-417-4_51
ID  - Liu2024
ER  -