Rank-one matrix estimation: analytic time evolution of gradient descent dynamics

Antoine Bodin, Nicolas Macris

We consider a rank-one symmetric matrix corrupted by additive noise. The rank-one matrix is formed by an $n$-component unknown vector on the sphere of radius $\sqrt{n}$, and we con…