It is because we cannot apply directly the conditional function since the expectation in (53) is not of the form h ( σ x 2 | Δ ) = E x 2 | x | < Δ.
Genome-wide gene fitness data have been found to be more useful than binary data of essential or nonessential genes in some studies; for example, for inferring gene regulatory networks (15), identifying potential virulence genes and drug targets (16 18), revealing different fitness actions in distinct environments (19, 20) and directly detecting conditional essential genes.
The fourth type of uncertainty principle deals directly with both conditional standard deviations.
Instead, we directly estimate the conditional probabilities, P q, in Eq. (1) by the Bayesian approach.
We find that the BBN constructed through the FCM Constructor is similar, based on reasoning results, to the BBN constructed directly by specifying conditional probability tables of BBNs.
On the other hand, NN-based approaches directly train the conditional probability, which converts the feature vector of a source speaker to that of a target speaker.
Generally speaking, the difference between spatial Markov chain model and Markov mesh model is that the latter uses directly the local conditional probabilities in Eq. (3) or the joint probability in Eq. (2), and spatial Markov chain models use multiple one-dimensional transition probabilities or simplified formulas of the local conditional probabilities in Eq. (3).
Indeed, as discussed previously [14], without adjustment of covariates, the accuracy can be estimated directly from the conditional genotype distribution.
Akaike weights can be directly interpreted as conditional probabilities for each model.
Here, we aimed to test this possibility directly by generating conditional knock-in models of AID overexpression.
