A novel idea for introducing concurrency in LS adaptive algorithms by sacri
ficing optimality has been proposed. The resultant class of algorithms prov
ides schemes to fill the wide gap in the convergence rates of LS and SG alg
orithms. It will be particularly useful in the realtime implementations of
large-order linear and Volterra filters for which both the LS and SG algori
thms are unsuited.