Thispaperdiscussedtheperformanceanalysisoftherecursiveleastsquares(RLS)algo- rithm.Bothmeanandmeansquarebehaviorarestudied.Byusinganovelandmoreaccurateap- proachingmethod,accompanywithaveragingprinciple,animprovedperformanceanalysisofmean squarebehavioriscar