This paper uses averaging analysis to study the mean-square performance of adaptive filters, not only in terms of stability conditions but also in terms of expressions for the mean-square error and the mean-square deviation of the filters, as well as in terms of the transient performance of the corresponding partially averaged systems. The treatment relies on energy conservation arguments. Simulation results illustrate the analysis and the derived performance expressions.