The spectral boundary of block structured random matrices

IF 2.6 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Journal of Physics Complexity Pub Date : 2024-07-04 DOI:10.1088/2632-072x/ad5cba
Nirbhay Patil, Fabián Aguirre-López and Jean-Philippe Bouchaud
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Abstract

Economic and ecological models can be extremely complex, with a large number of agents/species each featuring multiple interacting dynamical quantities. In an attempt to understand the generic stability properties of such systems, we define and study an interesting new matrix ensemble with extensive correlations, generalising the elliptic ensemble. We determine analytically the boundary of its eigenvalue spectrum in the complex plane, as a function of the correlations determined by the model at hand. We solve numerically our equations in several cases of interest, and show that the resulting spectra can take a surprisingly wide variety of shapes.
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块状结构随机矩阵的谱边界
经济和生态模型可能极其复杂,其中包含大量的代理/物种,每个代理/物种都具有多个相互作用的动态量。为了理解这类系统的一般稳定性,我们定义并研究了一种有趣的新矩阵集合,它具有广泛的相关性,是椭圆集合的一般化。我们通过分析确定了复平面上特征值谱的边界,它是由手头模型确定的相关性的函数。我们用数值方法求解了几种相关情况下的方程,结果表明所得到的频谱具有令人惊讶的各种形状。
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来源期刊
Journal of Physics Complexity
Journal of Physics Complexity Computer Science-Information Systems
CiteScore
4.30
自引率
11.10%
发文量
45
审稿时长
14 weeks
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