A state-space adaptive filtering algorithm was developed under the maximum correntropy criterion (MCC).
A novel fixed-point iteration was applied to update the optimal solution.
A sufficient condition that guarantees the convergence of the fixed-point iteration was provided.
An illustrative example was presented to show the superiority of the new algorithm.