Before revision:   The estimator solves a convex minimization problem, not requiring pre-estimation of the (number of the) fixed effects.
After revision:  We propose a nuclear norm penalized estimator of the coefficients on the covariates and the low-rank matrix formed by the fixed effects. The estimator solves a convex minimization problem, not requiring pre-estimation of the (number of the) fixed effects.