通过香农和皮尔森相关系数分析氧化物网络
Rongbing Huang1, Muhammad Farhan Hanif2, Muhammad Kamran Siddiqui3
1School of Computer Science, Chengdu University, Chengdu, China.
Scientific reports
|November 3, 2024
概括
这项研究揭示了拓指数 (Van和S) 与氧化网络中的度之间的强烈正相关性. 这些发现有助于理解化学化合物的特性和统计分析.
科学领域:
- 化学图形理论 化学图形理论
- 计算化学的计算化学
- 材料科学 材料科学 材料科学
背景情况:
- 化学图形理论提供了数值测量 (拓指数) 来理解化学化合物的特性.
- 氧化物的拓性质越来越多地使用图形理论来研究.
研究的目的:
- 分析拓指数 (Van和S) 与氧化中的相关性.
- 建立未来对化学网络属性的统计调查的基础.
主要方法:
- 在氧化物数据上进行了Pearson相关性分析.
- 使用热图可视化值和计算的拓指数之间的相关性.
主要成果:
- 在Van和S指数和值之间发现了显著的正相关性.
- 热图在视觉上证实了强烈的线性相关性,表明了这些指标之间的关系.
结论:
- 这项研究表明,特定的拓指数与氧化的性之间存在明显的联系.
- 建议对高度相关的变量进行尺寸缩小,以防止在未来的分析中出现冗余.
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