# Relative performance of RLS and LMS filters

It's known that the RLS filter converges faster than the LMS filter in general, but that if you're tracking time varying parameters the LMS algorithm can perform better.

My question is under what conditions does this hold? I understand that the LMS filter is like a point estimate, but the RLS uses more data - when would using less data be helpful?