Efficacy of adaptive signal processing algorithms

Abstract

A method for theoretically comparing a class of adaptive estimation algorithms is presented. The method consists in defining for each algorithm in the class a quantity (the efficacy) that is theoretically computable, that depends only on the statistics of the data. The larger the efficacy the better the algorithm performs.<>