Before revision:  Empirical results show that these filters estimate parameters better than alternative approximate approaches and reach comparative levels of performance  to computationally more expensive algorithms.
After revision:  Empirical results show that these surprise-based algorithms estimate parameters better than alternative approximate approaches and reach comparative levels of performance to computationally more expensive algorithms.