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The Optimization Landscape of Carathéodory Decomposition of Toeplitz Covariances

Busbib, Daniel et al.
arXiv (All) · Papers
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machine-learning
Toeplitz covariance estimation is a classical signal processing problem, yet the geometry of the Gaussian maximum-likelihood objective remains only partially understood. Recent Newton-type, majorization-minimization, and gradient-based methods often solve the nonconvex problem globally with enough s
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