Natural Gradient Learning and Its Dynamics in Singular Regions

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Abstract

Learning takes place in a parameter space, which is not Euclidean in general but Riemannian. Therefore, we need to take the Riemannian structure into account when designing a learning method.

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Amari, S. ichi. (2016). Natural Gradient Learning and Its Dynamics in Singular Regions. In Applied Mathematical Sciences (Switzerland) (Vol. 194, pp. 279–314). Springer. https://doi.org/10.1007/978-4-431-55978-8_12

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