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Minimization time as a function of training set size on: A linear-linear axes, and B log-log axes. Minimization time for AMA increases quadratically while AMA-SGD increases linearly (for a fixed batch size) with the number of elements in the training set. A comparison of AMA and AMA-SGD costs is shown in Fig 9.
