A class of recursive maximum-likelihood algorithms

This letter features the derivation of a new recursive maximum-likelihood (RML) algorithm. A simplified version of this algorithm is the same as the RML algorithm proposed in [1]. The relative performance of these algorithms is studied with the help of an example in spectral estimation.