The adaptive lattice filtering algorithm follows two criteria of adaptive filtering algorithm guidelines, namely least means square LMS criteria and least squares RLS guideline, this research is in accordance with the two guidelines of the adaptive lattice algorithm, and proposed an advanced hybrid least squares lattice filtering algorithm based on the criteria.