With the passage of time and recent advances in science and information technology, the development in the area of course selection based on some defined criteria has made the choice of the mechanism easy and effective. In this paper, the approach is based on an innovative perspective, and swarm intelligence was introduced for the intentional choice mechanism of course selection. The study has considered the course selection in English as an example. Swarm intelligence algorithm and integrative course selection were combined with the recommendation algorithm and the intent of course selection in English course to discuss the relevant decision mechanism. Firstly, the comprehensive selection intentional recommendation algorithm and PSO algorithm were introduced, and the algorithm was initialized. Secondly, the operation process was described in detail, and the application process was analyzed. Then, it was introduced into the English course elective process. Finally, the experimental results of the study came with the conclusion through the test that the PSO algorithm has a higher degree of accuracy and can better judge individual behaviors, which contributes to the establishment of choice-choice mechanism. The effectiveness of the study was demonstrated through experiments.

中文翻译：

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基于群智能算法的选课意向选择机制研究

随着时间的推移和科学和信息技术的最新进展，基于某些确定标准的课程选择领域的发展使得机制的选择变得容易和有效。在本文中，该方法基于创新的视角，将群智能引入课程选择的有意选择机制。本研究以英语选课为例。结合群智能算法和综合选课，结合推荐算法和英语课程选课意图，探讨相关决策机制。首先介绍了综合选择意向推荐算法和PSO算法，并对算法进行了初始化。第二，详细描述了操作过程，分析了应用过程。然后，它被引入到英语课程选修过程中。最后，研究的实验结果通过测试得出结论，PSO算法具有更高的准确度，可以更好地判断个体行为，有助于选择-选择机制的建立。通过实验证明了研究的有效性。