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Singularity and plateau phenomenon are ubiquitous in the learning process of neural networks. As is known, in the singular regions, the Fisher information matrix degenerates and its inverse G−1 does not exist. The Cramér-Rao theorem is no longer valid at the singular regions. What we want to know is whether the singularities exist in the learning process of the other nonlinear systems and how they...
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