Consider optimal filtering for a linear, discrete-time, dynamical system with scaler state x
kand observation variance nk
1at time t
k. Then the error variance

corresponding to the minimum-variance estimate of x
kgiven the observations through t
j,

, is a convex function of (n
1. . .,n
j) on the nonnegative orthant of R
i.