This paper presents new formulations of the classical linear quadratic regulator problem in the robust statements where both the matrix of the system is subject to the uncertainty, and the initial conditions are not known precisely. The proposed solution methods are based on the use of linear matrix inequalities and are easily implementable numerically in the standard Matlab toolboxes.