由二次矩阵不等式诱导的集合的切比什夫中心和半径
Amir Shakouri1, Henk J van Waarde1, M Kanat Camlibel1
1Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Nijenborgh 9, 9747AG Groningen, The Netherlands.
概括
本研究提供了通过二次不等式定义的矩阵集的切比舍夫中心,切比舍夫半径和直径的精确解决方案. 这些发现适用于数据驱动的建模和控制.
科学领域:
- 矩阵分析是指矩阵分析.
- 优化理论就是优化理论.
- 凸起的几何形状是凸起的
背景情况:
- 二次矩阵不等式 (QMI) 定义了复杂矩阵集.
- 描述这些集合对于控制和数据科学中的应用至关重要.
- 诸如切比什夫中心和直径之类的几何属性是关键描述符.
研究的目的:
- 为 QMI 诱导的集合的几何性质推导出封闭形式的解决方案.
- 为了确定这些集合的切比舍夫中心,切比舍夫半径和直径.
- 探索QMI集中最大的刻字球的半径.
主要方法:
- 通过二次方格不等式定义的矩阵集的分析.
- 单一不变规范的应用 (例如,弗罗贝尼乌斯,光谱,核).
- 导出封闭形式的分析解决方案.
主要成果:
- 切比舍夫中心和QMI集半径的封闭式解决方案.
- 封闭式解决方案用于QMI集的直径.
- 封闭式解决方案的半径最大的刻字球.
结论:
- 该研究提供了精确的分析工具来表征QMI诱导的集合.
- 由此产生的解决方案为数据驱动的建模和控制应用提供了显著的优势.
- 这项工作促进了对矩阵分析中的几何性质的理解.
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