Eigenvalues are more than abstract numbers—they expose intrinsic scaling factors embedded in linear transformations, revealing stable or dominant behaviors within complex systems. Like a rhythmic sequence echoing through time, eigenvalues uncover the fundamental frequencies that govern dynamics, from mechanical vibrations to neural activity. This article explores how matrices encode these hidden patterns and how the […]

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