网络日志挖掘技术以优化体育数据信息管理中的Apriori关联规则算法
Tiantian Li1, Fang Liu2, Xiaobin Chen1
1Department of Sports and Arts, Bengbu Medical University, Bengbu, 233000, Anhui, China.
Scientific reports
|October 15, 2024
概括
这项研究优化了大学体育数据管理,使用增强的Apriori算法和网络技术. 改进后的系统在体育信息检索方面显示出更高的效率和准确性.
科学领域:
- 计算机科学 计算机科学
- 数据挖掘 数据挖掘
- 运动分析 运动分析
背景情况:
- 大学体育数据管理系统需要优化,以提高效率和准确性.
- 传统的数据挖掘算法面临着不断增加的数据量所带来的挑战.
研究的目的:
- 加强大学体育数据信息管理系统.
- 将日志挖掘技术与阿普里奥里算法集成,以优化数据分析.
主要方法:
- 利用遗传算法和Web应用程序开发技术.
- 使用新的日志挖掘技术优化了阿普里奥里算法.
- 通过实验开发和验证了一个升级的体育数据管理系统.
主要成果:
- 与传统的阿普里奥里算法相比,优化的算法执行效率提高了10-15%.
- 实现了98.3%的平均检索准确度,检索时间增加了23%.
- 在处理大量体育数据方面取得了显著的改进.
结论:
- 提出的技术和算法为体育信息管理系统提供了有价值的改进.
- 优化的系统增强了体育领域的数据信息管理.
- 这项研究有助于更有效,更准确的体育数据分析.
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