
Cloud Radio Access Networks in Mobile Cloud Computing Systems 279
of decision making, the available CSI is delayed. We can abstract the
total delay between the actual channel state at the moment of deci-
sion making and the one of observation as one single number. Then,
we can map the delay in seconds into the transition steps in Markov
chains. Therefore, the d-step transition probability is given by multi-
plying matrix A by d times, A
d
.
8.3.2 Belief State with Known Delay Steps
Given the delay in steps, we can derive the belief state, which is the
sufficient statistic of the previous action and observation history [17].
A belief state b
t
at time slot