The authors consider the linear quadratic regulator for a linear system disturbed by white noise and by an independent state dependent white noise. For the associated Riccati-type equation, they study the convergence of an algorithm based on Lyapunov iterations, show how to initialise the iterations to achieve convergence, and prove it.