Estimation in the spiked Wigner model: A short proof of the replica formula

Ahmed El Alaoui, Florent Krzakala

We consider the problem of estimating a rank-one perturbation of a Wigner matrix in a setting of low signal-to-noise ratio. This serves as a simple model for principal component an…