, where N det is the dimension of the FCI space, and for any state s, dim(a) scales as k × (N det -k), the size of Q(s, a) is clearly too large to store and utilize directly. To overcome this limitation, we use a linear approximation to Q(s, a) ≈ Q w (s, a), where