The network training is based on the weighted mean square error cost function, allowing us to use the marginal probability of each pattern viewed by a given window.
Unfortunately, the MALLET implementation of marginal probability only provides the marginal probability of each label.
where is the complementary event of, and is the prior probability or marginal probability of.
The probability in (3) is the marginal probability of the whole codeword.
I estimated the effect of distance on marginal probability of cancer mortality, controlling for non-cancer related death, socioeconomic status, and demographic factors in patients.
In the Kentucky population, patients who were located farther from comprehensive cancer centers experience an increased marginal probability of mortality (proportional hazard = 1.004; 95% CI: 1).
We therefore approximate the marginal probability of each mention using n-best inference, which determines the n label sequences with the highest joint probability [30].
The marginal probability of the observed data X is gotten by integrating over the remaining unobserved variables θ including the latent variables S and some hyper-parameters) [36].
The proposed codes have been analyzed in a high-correlation scenario, where the marginal probability of each symbol, X i in X, given Y is highly skewed (unbalanced).
Therefore, putting and in (19) and (20) gives expressions for marginal probability of path establishment for AODV-LL and DSR, respectively.
Based on probability maps and using the probability threshold, which is assumed to be equal to the marginal probability of each parameter, groundwater quality is classified as suitable and unsuitable for sprinkler irrigation purposes (Fig. 4).
