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Microsoft
Understanding Over-parametrization Through Matrix Sensing
We study the problem of recovering a low-rank matrix from linear measurements using an over-parameterized model. We show that the gradient descent process on the square loss function, starting from a small initialization, can converge to the ground truth matrix. Although the total number of observations is much smaller than the total number of ...
Jan 4, 2018
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