The electronic structure and properties of cerium oxides ͑CeO 2 and Ce 2 O 3 ͒ have been studied in the framework of the LDA+ U and GGA͑PW91͒ + U implementations of density functional theory. The dependence of selected observables of these materials on the effective U parameter has been investigated in detail. The examined properties include lattice constants, bulk moduli, density of states, and formation energies of CeO 2 and Ce 2 O 3 . For CeO 2 , the LDA+ U results are in better agreement with experiment than the GGA+ U results whereas for the computationally more demanding Ce 2 O 3 both approaches give comparable accuracy. Furthermore, as expected, Ce 2 O 3 is much more sensitive to the choice of the U value. Generally, the PW91 functional provides an optimal agreement with experiment at lower U energies than LDA does. In order to achieve a balanced description of both kinds of materials, and also of nonstoichiometric CeO 2−x phases, an appropriate choice of U is suggested for LDA+ U and GGA+ U schemes. Nevertheless, an optimum value appears to be property dependent, especially for Ce 2 O 3 . Optimum U values are found to be, in general, larger than values determined previously in a self-consistent way.