A belief network is constructed to work parallel to a deterministic model, and it is used to update conditional probabilities associated with different components of that model.
According to (20), (22), and (24), the matrices Ay 1, Ω, and Ax 1are continually updated with conditional LSs, respectively, until convergence.
The integration of evidence theory with BN which called evidential network (EN) is achieved by adapting and updating the conditional probability tables (CPTs) into conditional mass tables (CMTs).
Prediction error signals are responsible for the passage of sensory information from lower to higher levels of the inferential hierarchy in order to update the conditional expectations of the internal generative model.
Using residual updating, the conditional mean of the allele substitution effect (a ^ j l + 1 ) in iteration l + 1 can then be obtained per locus as follows [ 14]: (4) a ^ j l + 1 = x j ' e j l + 1 + x j ' x j a ^ j l x j ' x j + λ j.
Using residual updating, the conditional phenotypes in equation (1) in iteration l + 1, y j *, l + 1, can be more efficiently computed as [ 14]: (3) y j *, l + 1 = e j l + 1 + x j a ^ j l, where e j l + 1 contains the current residuals, i.e.: e j l + 1 = y − X 1 : j a ^ 1 : j l + 1 − X j + 1 : n a ^ j + 1 : n l − μ.
The matrix H is updated until its conditional number the ratio of the maximal eigenvalue of H over the minimal eigenvalue of H is small.
If the assumption of conditional independence is violated, then the model may be updated, including estimates of conditional probabilities, from the retrospective study, and the one particular hypothetical workflow re-assessed on the basis of the new information.
A population pharmacokinetic analysis (reference PPK model) has been previously conducted using pooled data from 533 patients in metastatic colorectal, breast, non-small cell lung, and prostate cancer (15), and then updated with first-order conditional estimation method with η ε interaction (FOCE INTER) method.
This operation produces the non-conditional preferences of individual i ex post that is, updated in light of her conditional concordant preferences and the information on which they are conditioned, namely, the conditional concordant preferences of the team.
