Compute the
posterior probability [P.sup.(t)] {[[theta].sub.S] = 1 [a.sub.S] (t +1)) in the (t-1)th stage
In fact, the
posterior probability of the target existence in each area is calculated to guide the resource allocation strategy, that is, we want to allocate more resource for the area in which the
posterior probability of target existence [[??].sub.h]([y.sub.k]) is higher.
The model results show that "Group one" (the
posterior probability is 0.43) and "Group two" (the
posterior probability is 0.40) in "accident location" are likely to be associated with severe accidents, which could be attributed by the combination of higher average speed and larger speed dispersion.
According to the values of the
posterior probability in Table 1, the presence of defects in the motor-pump is mainly caused by event M51.which summarizes the out of balance (M51) defect is the most likely source to stop the motor-pump.
The mode with the highest
posterior probability can be determined as the underlying mode based on the maximum a posteriori (MAP) principle, and the related abnormality is generally regarded as the fault source.
According to the formula of Bayes' conditional probability, the
posterior probability for CI is:
This linear discriminant model enables biologists to obtain the
posterior probability that a harvested animal is from a given age class from its eye lens dry mass (Supplementary material Appendix 4 Table A2).
The proposed method uses particle filter method to estimate the joint
posterior probability of motion and identity variables.
In practical pattern recognition problems, it may be very useful to obtain the
posterior probability for the membership of an input in a particular class.