一个研究共变性类型矩阵的光谱性质与同位素日志形柱向量
1School of Mathematical and Physical Sciences, Wuhan Textile University, Wuhan, China.
PloS one
|January 26, 2024
概括
这项研究分析了具有相关列向量的矩阵的光谱分布,超出了标准独立性假设. 我们证明了对确定性分布的收,为其Stieltjes转换提供了一个独特的解决方案.
科学领域:
- 线性代数 线性代数
- 可能性理论概率理论.
- 随机矩阵理论 随机矩阵理论
背景情况:
- 在随机矩阵理论中,光谱分布分析至关重要.
- 之前的研究通常假定独立且相同分布 (i.i.d.) 矩阵元素.矩阵元素.
- 有限的研究地址在矩阵中的相关列向量.
研究的目的:
- 为了研究与相关的列向量矩阵的限制光谱分布.
- 为了放松i.i.d.的共同假设. 矩阵元素.矩阵元素.
- 为了确定收性质,并推导出Stieltjes转换方程.
主要方法:
- 指定矩阵 Xn. 的列向量的联合分布.
- 假设柱向量的同位态日志形分布.
- 应用数学分析来证明经验光谱分布的趋同.
主要成果:
- 矩阵Bn的经验光谱分布几乎肯定会汇聚到确定性概率分布F.
- F 的 Stieltjes 变换 m(z) 满足了一个确定性方程.
- 这个方程为斯蒂尔特杰斯变换提供了一个独特的解决方案.
结论:
- 该研究成功地描述了与相关列的矩阵的光谱分布.
- 这些发现将随机矩阵理论扩展到i.i.d.之外. 这些都是假设,假设.
- 导出的确定性方程为分析提供了一个强大的工具.
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