This comprehensive work is unique in providing a generalization of the algebraic Riccati theory to the indefinite sign and singular cases, from the perspective of the Popov function approach. The theory embodies a systemic presentation of the time domain, frequency domain, and state-space standpoints. The whole development is oriented towards applications in robust systems theory.