Hi, I am learning the Kalman filter and am really confused at the estimated posterior variance. The conditional posterior variance has a negative term, but to me, it is supposed to have a positive sign. Could anyone explain why that (yellow colored part in the attached image) has a negative sign?
While deriving a variance, multiplying the same term with a negative sign naturally results in a positive sign.