This has two important consequences: (1) if a certain diagram cannot be drawn then the described situation must be impossible (termed "self-consistency"), and (2) if a certain relationship between diagram objects must be drawn, then the corresponding relation can be inferred as logically valid.
However, there are a number of structures which are Markov equivalent and this set of equivalent DAGs can be represented as a Completed Partially Directed Acyclic Graph (CPDAG) where the directionality of the regulatory relationship is only indicated where a causal relation can be inferred.
Although in the current study the target variables follow a partially logical chronological order, the data derives from an observational study, and therefore, no causal relations can be inferred.
By incorporating time series gene expression data, the causal relations can be inferred in this GO network by highlighting information flow between GO biological processes enriched in DEGs at consecutive time points.
The direct/indirect precedence P total relation between operators can be inferred by applying the transitive closure operation to the P direct(n, n) matrix: P total = P direct ∪ P direct 2 ∪ ⋯ ∪ P direct i ∪ ⋯ ∪ P direct n, (2) .
Besides the age-rotation relation stellar ages can be inferred from memberships in moving groups or stellar clusters, isochrones, chromo-spheric activity (CaII HK indices), and astroseismology (e.g., Soderblom, 2010).
If we have information about how the solubility changes in relation to temperature, which can be inferred from the results of a B22 temperature dependence measurement, we may rationally propose a suitable temperature for crystallization screens.
UPK model is also said to be ABC model, because it implies that, even though there is no interaction between the entity A and the entity C, if there are associations between A and B, and between B and C, a new relation between A and C can be inferred.
Levels of rater idiosyncrasy in relation to any performance dimension can be inferred from the percentage of raters using that dimension, with 0 and 100%% indicating maximum inter-rater agreement, i.e. complete absence of idiosyncrasy, and 50%% indicating maximum disagreement, i.e. maximum level of idiosyncrasy.
Despite the uncertainty of the results achieved, conclusions can be inferred in relation to the configurations and fluids used.
Thus, it can be inferred that the relation between the independent variables and the dependent variable is nonlinear and that using a nonlinear model such as ANN is absolutely reasonable.
