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From Dimension-Free Matrix Theory to Cross-Dimensional Dynamic Systems
From Dimension-Free Matrix Theory to Cross-Dimensional Dynamic Systems
Illuminates the underlying mathematics of semi-tensor product (STP), a generalized matrix product that extends the conventional matrix product to two matrices of arbitrary dimensions. Dimension-varying systems feature prominently across many disciplines, and through innovative applications its newly developed theory can revolutionize large data systems such as genomics and biosystems, deep learning, IT, and information-based engineering applications.
Provides, for the first time, cross-dimensional system theory that is useful for modeling dimension-varying systems.
Offers potential applications to the analysis and control of new dimension-varying systems.
Investigates the underlying mathematics of semi-tensor product, including the equivalence and lattice structure of matrices and monoid of matrices with arbitrary dimensions.
