Real spectral-radius eigenvalue conjecture for ALS on canonical tensor decomposition
Real spectral-radius eigenvalue conjecture for ALS on canonical tensor decomposition
Let be the ALS fixed-point map for canonical tensor decomposition, and let be a fixed point. Write for the Jacobian evaluated at , and let denote its spectral radius after excluding the eigenvalues equal to caused by Hessian degeneracy at . Real spectral-radius eigenvalue conjecture. There exists a real eigenvalue of such that
This conjecture is motivated by numerical tests for ALS on canonical tensor decomposition; the cited work indicates that the relevant spectral-radius condition is known for ALS, while its general validity in this setting remains a topic for further research.
Sources & referencesView supporting material
Primary source
Hans De Sterck and Yunhui He, “On the Asymptotic Linear Convergence Speed of Anderson Acceleration, Nesterov Acceleration, and Nonlinear GMRES”, arXiv:2007.01996 (2020).
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